Clear Environment

rm(list = ls())

Load Libraries

library(tidyverse)
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## ✓ ggplot2 3.3.5     ✓ purrr   0.3.4
## ✓ tibble  3.1.6     ✓ dplyr   1.0.8
## ✓ tidyr   1.2.0     ✓ stringr 1.4.0
## ✓ readr   2.1.2     ✓ forcats 0.5.1
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## x dplyr::filter() masks stats::filter()
## x dplyr::lag()    masks stats::lag()
library(dplyr)
options(dplyr.summarise.inform = FALSE)
library(readxl) 
library(stringr) # string formatting
library(RSQLite) # to connect to SQlite database
library(roxygen2) # For Function Documentation: ctrl + option + shift + r
library(corrplot)
## corrplot 0.92 loaded
library(ggcorrplot)
library(radiant.data)
## Loading required package: magrittr
## 
## Attaching package: 'magrittr'
## The following object is masked from 'package:purrr':
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## 
## Attaching package: 'lubridate'
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## Attaching package: 'radiant.data'
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library(glue) # to format strings

Load SQLite Database

Create a connection to our new database, CraigslistCars.sqlite3

#set path to the database.
db_path <- "./CraigslistCarsClean.sqlite3"
  
conn <- dbConnect(RSQLite::SQLite(), db_path)

List of available tables available in the database

dbListTables(conn)
##  [1] "Ford"                                 
##  [2] "cars_clean"                           
##  [3] "census"                               
##  [4] "census_clean"                         
##  [5] "census_income_data_2020"              
##  [6] "census_income_data_2020_varaible_list"
##  [7] "census_median_income_2020"            
##  [8] "census_median_income_variable_list"   
##  [9] "gdp_state_quarterly"                  
## [10] "income_state_quarterly"               
## [11] "outdoor_rec_by_state"                 
## [12] "vehicles"                             
## [13] "zcta_zip_city_map"                    
## [14] "zcta_zip_city_map_mapping"

Create DFs called “cars” and “census”

cars_db <- dbGetQuery(conn, "SELECT * FROM cars_clean")
census_db <- dbGetQuery(conn, "SELECT * FROM census_clean")
dbDisconnect(conn)

Create a copy of the Database query so we don’t need to re-query each time you want to rerun code.

cars <- cars_db
census <- census_db

Creating New Variable Price/Odometer, we do later, just testing git rn

#Clean cylinder variable
# ifelse(apply(str_contains(cars$cylinders,"cylinders",ignore.case=FALSE)), substring(cars$cylinders,1,1),0)
cars_clean <- cars %>% mutate(cylinders_clean=as.integer(str_extract(cars$cylinders,'[0-9]')))
glimpse(cars_clean)
## Rows: 400,870
## Columns: 20
## $ id              <int64> 7316814884, 7316814758, 7316814989, 7316743432, 7316…
## $ region          <chr> "auburn", "auburn", "auburn", "auburn", "auburn", "aub…
## $ city            <chr> "Auburn", "Auburn", "Auburn", "Auburn", "Auburn", "Aub…
## $ state           <chr> "al", "al", "al", "al", "al", "al", "al", "al", "al", …
## $ year            <int> 2014, 2010, 2020, 2017, 2013, 2012, 2016, 2019, 2016, …
## $ manufacturer    <chr> "Gmc", "Chevrolet", "Chevrolet", "Toyota", "Ford", "Gm…
## $ model           <chr> "Sierra 1500 Crew Cab Slt", "Silverado 1500", "Silvera…
## $ condition       <chr> "good", "good", "good", "good", "excellent", "good", "…
## $ cylinders       <chr> "8 cylinders", "8 cylinders", "8 cylinders", "8 cylind…
## $ fuel            <chr> "gas", "gas", "gas", "gas", "gas", "gas", "gas", "gas"…
## $ odometer        <dbl> 57923, 71229, 19160, 41124, 128000, 68696, 29499, 4300…
## $ title_status    <chr> "clean", "clean", "clean", "clean", "clean", "clean", …
## $ transmission    <chr> "other", "other", "other", "other", "automatic", "othe…
## $ drive           <chr> "unknown", "unknown", "unknown", "4WD", "rwd", "4wd", …
## $ type            <chr> "pickup", "pickup", "pickup", "pickup", "truck", "pick…
## $ paint_color     <chr> "white", "blue", "red", "red", "black", "black", "silv…
## $ posting_date    <chr> "2021-05-04", "2021-05-04", "2021-05-04", "2021-05-04"…
## $ price           <int64> 33590, 22590, 39590, 30990, 15000, 27990, 34590, 350…
## $ description     <chr> "Carvana is the safer way to buy a car During these un…
## $ cylinders_clean <int> 8, 8, 8, 8, 6, 8, 6, 6, 6, 8, 6, 6, 6, NA, NA, 8, NA, …

Creating New Variable Price/Odometer

#change price type to mutate new column for new variable
cars_clean$price <- as.double(cars_clean$price)
#mutate new variable
cars_clean_pm <- cars_clean %>% mutate(pm = cars$price/cars$odometer)
## Warning in `/.integer64`(cars$price, cars$odometer): NAs produced by integer64
## overflow
glimpse(cars_clean_pm)
## Rows: 400,870
## Columns: 21
## $ id              <int64> 7316814884, 7316814758, 7316814989, 7316743432, 7316…
## $ region          <chr> "auburn", "auburn", "auburn", "auburn", "auburn", "aub…
## $ city            <chr> "Auburn", "Auburn", "Auburn", "Auburn", "Auburn", "Aub…
## $ state           <chr> "al", "al", "al", "al", "al", "al", "al", "al", "al", …
## $ year            <int> 2014, 2010, 2020, 2017, 2013, 2012, 2016, 2019, 2016, …
## $ manufacturer    <chr> "Gmc", "Chevrolet", "Chevrolet", "Toyota", "Ford", "Gm…
## $ model           <chr> "Sierra 1500 Crew Cab Slt", "Silverado 1500", "Silvera…
## $ condition       <chr> "good", "good", "good", "good", "excellent", "good", "…
## $ cylinders       <chr> "8 cylinders", "8 cylinders", "8 cylinders", "8 cylind…
## $ fuel            <chr> "gas", "gas", "gas", "gas", "gas", "gas", "gas", "gas"…
## $ odometer        <dbl> 57923, 71229, 19160, 41124, 128000, 68696, 29499, 4300…
## $ title_status    <chr> "clean", "clean", "clean", "clean", "clean", "clean", …
## $ transmission    <chr> "other", "other", "other", "other", "automatic", "othe…
## $ drive           <chr> "unknown", "unknown", "unknown", "4WD", "rwd", "4wd", …
## $ type            <chr> "pickup", "pickup", "pickup", "pickup", "truck", "pick…
## $ paint_color     <chr> "white", "blue", "red", "red", "black", "black", "silv…
## $ posting_date    <chr> "2021-05-04", "2021-05-04", "2021-05-04", "2021-05-04"…
## $ price           <dbl> 33590, 22590, 39590, 30990, 15000, 27990, 34590, 35000…
## $ description     <chr> "Carvana is the safer way to buy a car During these un…
## $ cylinders_clean <int> 8, 8, 8, 8, 6, 8, 6, 6, 6, 8, 6, 6, 6, NA, NA, 8, NA, …
## $ pm              <dbl> 0.5799078, 0.3171461, 2.0662839, 0.7535746, 0.1171875,…

Correlation matrix for collinearity check

cars_clean_pm$fuel <- as.factor(cars_clean_pm$fuel)
cars_clean_pm$title_status <- as.factor(cars_clean_pm$title_status)
cars_clean_pm$transmission <- as.factor(cars_clean_pm$transmission)
cars_sub <- select(cars_clean_pm,year,cylinders_clean,fuel,odometer,title_status,transmission,price)
glimpse(cars_sub)
## Rows: 400,870
## Columns: 7
## $ year            <int> 2014, 2010, 2020, 2017, 2013, 2012, 2016, 2019, 2016, …
## $ cylinders_clean <int> 8, 8, 8, 8, 6, 8, 6, 6, 6, 8, 6, 6, 6, NA, NA, 8, NA, …
## $ fuel            <fct> gas, gas, gas, gas, gas, gas, gas, gas, gas, gas, gas,…
## $ odometer        <dbl> 57923, 71229, 19160, 41124, 128000, 68696, 29499, 4300…
## $ title_status    <fct> clean, clean, clean, clean, clean, clean, clean, clean…
## $ transmission    <fct> other, other, other, other, automatic, other, other, a…
## $ price           <dbl> 33590, 22590, 39590, 30990, 15000, 27990, 34590, 35000…
model.matrix(~0+., data=cars_sub) %>%
  cor(use="pairwise.complete.obs") %>%
  ggcorrplot(show.diag=F,type="full",lab=TRUE, lab_size = 2,ggtheme = ggplot2::theme_gray(),colors = c("#6D9EC1", "white", "#E46726"),tl.srt=90, tl.cex=8, hc.order=TRUE, insig="blank")

# car_num <- select_if(cars,is.numeric)
# head(car_num)
# correl <- cor(car_num[-1])
# corrplot(correl,addCoef.col = 'black')

Create Linear Regression Model, test

cars$price <- as.double(cars$price)
lin <- lm(price ~ year + odometer, data = cars)
summary(lin)
## 
## Call:
## lm(formula = price ~ year + odometer, data = cars)
## 
## Residuals:
##        Min         1Q     Median         3Q        Max 
##    -747576     -73016     -36474      -7164 3736836958 
## 
## Coefficients:
##               Estimate Std. Error t value Pr(>|t|)   
## (Intercept)  1.234e+07  4.229e+06   2.919  0.00351 **
## year        -6.105e+03  2.101e+03  -2.905  0.00367 **
## odometer     3.743e-03  9.162e-02   0.041  0.96741   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 11290000 on 400867 degrees of freedom
## Multiple R-squared:  2.19e-05,   Adjusted R-squared:  1.692e-05 
## F-statistic: 4.391 on 2 and 400867 DF,  p-value: 0.01239

Comment Per result tested on linear regression model above, we can see odometer which has p=0.9 that is greater than typical significant value p=0.05. Thus, it might be not a relevant variable to use.

Plot scatter/residual plots to spot non-linearity and outliers/high-leverage points

plot(lin,which=1:5)

Plot price trends in different states of USA

price_trend <- cars_clean_pm %>% group_by(state) %>%summarize(average_price=mean(price))
ggplot(price_trend, aes(x=reorder(state,-log(average_price)),y=log(average_price))) + geom_bar(stat="identity",fill="steelblue") + labs(x="state") 

Plot box-plot to detect outliers/influential points across US states

ggplot(cars_clean_pm,aes(x=state,y=log(price))) + geom_boxplot(fill="steelblue")
## Warning: Removed 28561 rows containing non-finite values (stat_boxplot).

Market share of TOP 10 manufacturers

top_10 <- cars %>% group_by(manufacturer) %>% summarize(count=n()) %>% arrange(desc(count)) %>% top_n(10)
## Selecting by count
top_10
## # A tibble: 10 × 2
##    manufacturer count
##    <chr>        <int>
##  1 Ford         68304
##  2 Chevrolet    52024
##  3 Toyota       32754
##  4 Honda        20497
##  5 Nissan       18217
##  6 Jeep         18210
##  7 Ram          17618
##  8 Gmc          16070
##  9 Bmw          14156
## 10 Dodge        12806
ggplot(top_10,aes(x=reorder(manufacturer,-count),y=count)) + geom_bar(stat='identity',fill='steelblue') + labs(x="Manufacturer")

Type of car and fuel

car_type <- cars %>% group_by(fuel,type) %>% summarize(count=n()) %>% arrange(desc(count)) %>% top_n(10)
## Selecting by count
car_type
## # A tibble: 50 × 3
## # Groups:   fuel [5]
##    fuel   type      count
##    <chr>  <chr>     <int>
##  1 gas    sedan     77545
##  2 gas    suv       73901
##  3 gas    unknown   35574
##  4 gas    truck     33018
##  5 gas    pickup    29916
##  6 gas    coupe     17488
##  7 gas    van       15891
##  8 diesel truck     15589
##  9 gas    other     14380
## 10 gas    hatchback 11945
## # … with 40 more rows
ggplot(car_type,aes(fill=fuel,x=reorder(type,-count),y=count)) + geom_bar(stat="identity",position="stack") + labs(x="Type")

Condition vs Year relationship

ggplot(cars,aes(x=year,y=condition)) + geom_violin(scale='area',fill='steelblue') + geom_boxplot(width=0.1,colors='grey',alpha=0.2)
## Warning: Ignoring unknown parameters: colours

Odometer vs Price relationship

ggplot(cars, aes(x=log(odometer),y=log(price)*1000,color=year))+geom_point() + labs(x='odometer',y='price') 

Convert ‘state’ column to upper case and convert ‘posting_date’ to DT

cars$state <- str_to_upper(cars$state)
cars$posting_date <- as.POSIXct(cars$posting_date)

Create single city average from Census data to so we can join to cars

census_grouped <- census %>% 
  group_by(city, state) %>% 
  summarise(med_family_income = median(median_income_family),
            med_non_family_income = median(median_income_non_family))

Merge ‘cars’ and ‘census’

cars <- left_join(cars, census_grouped, by = c("state", "city"))
Odometer_Filter <- function (df, start_year, mileage, remove_na = TRUE) {

  df <- df %>% filter(!is.na(odometer))
  
  mileage_filter <- (df$year <= start_year & df$odometer < mileage)
  df <- df %>% filter(!mileage_filter)
          
  return(df)
  
#' Title: odometer_filter 
#'
#' @param df - dataframe
#' @param start_year - ex: 2018 -> filter out all cars before 2018
#' @param mileage - ex: 500 -> filter out cars with odometer values < 500
#' @param remove_na = TRUE {default}. This removes all NA values from the df
#'
#' @return a dataframe with applied filters
#'
#' @examples odometer_test <- odometer_filter(cars_test, 2018, 500)
  
}
odometer_test <- Odometer_Filter(cars, 2018, 50)

View First 6 Rows of ‘cars’ df

head(cars)
##           id region   city state year manufacturer                       model
## 1 7316814884 auburn Auburn    AL 2014          Gmc    Sierra 1500 Crew Cab Slt
## 2 7316814758 auburn Auburn    AL 2010    Chevrolet              Silverado 1500
## 3 7316814989 auburn Auburn    AL 2020    Chevrolet         Silverado 1500 Crew
## 4 7316743432 auburn Auburn    AL 2017       Toyota        Tundra Double Cab Sr
## 5 7316356412 auburn Auburn    AL 2013         Ford                   F 150 Xlt
## 6 7316343444 auburn Auburn    AL 2012          Gmc Sierra 2500 Hd Extended Cab
##   condition   cylinders fuel odometer title_status transmission   drive   type
## 1      good 8 cylinders  gas    57923        clean        other unknown pickup
## 2      good 8 cylinders  gas    71229        clean        other unknown pickup
## 3      good 8 cylinders  gas    19160        clean        other unknown pickup
## 4      good 8 cylinders  gas    41124        clean        other     4WD pickup
## 5 excellent 6 cylinders  gas   128000        clean    automatic     rwd  truck
## 6      good 8 cylinders  gas    68696        clean        other     4wd pickup
##   paint_color posting_date price
## 1       white   2021-05-04 33590
## 2        blue   2021-05-04 22590
## 3         red   2021-05-04 39590
## 4         red   2021-05-04 30990
## 5       black   2021-05-03 15000
## 6       black   2021-05-03 27990
##                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                description
## 1                                                                                                                                                                                                                                                                                                                             Carvana is the safer way to buy a car During these uncertain times  Carvana is dedicated to ensuring safety for all of our customers  In addition to our 100  online shopping and selling experience that allows all customers to buy and trade their cars without ever leaving the safety of their house  we re providing touchless delivery that make all aspects of our process even safer  Now  you can get the car you want  and trade in your old one  while avoiding person to person contact with our friendly advocates  There are some things that can t be put off  And if buying a car is one of them  know that we re doing everything we can to keep you keep moving while continuing to put your health safety  and happiness first  Vehicle Stock  2000909557📱 Want to instantly check this car s availability  Call us at  334 758 9176Just text that stock number to 855 976 4304 or head to http   www carvanaauto com 7171237 74502 and plug it into the search bar Get PRE QUALIFIED for your auto loan in 2 minutes   no hit to your credit http   finance carvanaauto com 7171237 74502Looking for more cars like this one  We have 63 GMC Sierra 1500 Crew Cab in stock for as low as $23990 Why buy with Carvana  We have one standard  the highest  Take a look at just some of the qualifications all of our cars must meet before we list them 150 POINT INSPECTION  We put each vehicle through a 150 point inspection so that you can be 100  confident in its quality and safety  See everything that goes into our inspections at http   www carvanaauto com 7171237 74502NO REPORTED ACCIDENTS  We do not sell cars that have been in a reported accident or have a frame or structural damage 7 DAY TEST OWN MONEY BACK GUARANTEE  Every Carvana car comes with a 7 day money back guarantee  Why  It takes more than 15 minutes to make a decision on your next car  Learn more about test owning at http   about carvanaauto comFLEXIBLE FINANCING  TRADE INS WELCOME  We re all about real time financing without the middle man  Need financing  Pick a combination of down and monthly payments that work for you  Have a trade in  We ll give you a value in 2 minutes  Check out everything about our financing at http   finance carvanaauto com 7171237 74502COST SAVINGS  Carvana s business model has fewer expenses and no bloated fees compared to your local dealership  See how much we can save you at http   about carvanaauto comPREMIUM DETAIL  We go the extra mile so that your car is looking as good as new  There are a lot of specifics that we won t list here  we wash  clean  buff  paint  polish  wax  seal   but trust us that when your car arrives  it s going to look sweet Vehicle Info for Stock  2000909557Trim  SLT Pickup 4D 5 3 4 ft pickupMileage  57k milesExterior Color  WhiteInterior Color  Lt  BrownEngine  EcoTec3 5 3L Flex Fuel V8 355hp 383ft  lbs Drive  Two Wheel DriveTransmission  VIN  3GTP1VEC4EG551563Dealer Disclosure  Price excludes tax  title  and registration  which we handle for you  Disclaimer  You agree that by providing your phone number  Carvana  or Carvana s authorized representatives   may call and or send text messages  including by using equipment to automatically dial telephone numbers  about your interest in a purchase  for marketing sales purposes  or for any other servicing or informational purpose related to your account  You do not have to consent to receiving calls or texts to purchase from Carvana  While every reasonable effort is made to ensure the accuracy of the information for this GMC Sierra 1500 Crew Cab  we are not responsible for any errors or omissions contained in this ad  Please verify any information in question with Carvana at 334 758 9176 Including  but not limited to  Bridgecrest Credit Company  GO Financial and SilverRock Automotive  GMC   Sierra   1500   Crew   Cab   Base   GMC   Sierra   1500   Crew   Cab   SLE   GMC   Sierra   1500   Crew   Cab   SLT   GMC   Sierra   1500   Crew   Cab   Denali   GMC   Sierra   1500   Crew   Cab   Work   Truck   4x2   GMC   Sierra   1500   Crew   Cab   4x4   Crew   Cab   GMC   Sierra   1500   Crew   Cab   Regular   Cab   Extended   Cab   Truck  2022  2021  2020  2019  2018  2017  2016  2015  2014  2013  2012  2011  2010  2009  2008  2007  2006  2005  2004  2003  2002  2001  2000   22  21    19  18  17  16  15  14  13  12  11  10  09  08  07  06  05  04  03  02  01  00
## 2                                                                                                        Carvana is the safer way to buy a car During these uncertain times  Carvana is dedicated to ensuring safety for all of our customers  In addition to our 100  online shopping and selling experience that allows all customers to buy and trade their cars without ever leaving the safety of their house  we re providing touchless delivery that make all aspects of our process even safer  Now  you can get the car you want  and trade in your old one  while avoiding person to person contact with our friendly advocates  There are some things that can t be put off  And if buying a car is one of them  know that we re doing everything we can to keep you keep moving while continuing to put your health safety  and happiness first  Vehicle Stock  2000977114📱 Want to instantly check this car s availability  Call us at  334 758 9176Just text that stock number to 855 976 4304 or head to http   www carvanaauto com 7163375 74502 and plug it into the search bar Get PRE QUALIFIED for your auto loan in 2 minutes   no hit to your credit http   finance carvanaauto com 7163375 74502Looking for more cars like this one  We have 10 Chevrolet Silverado 1500 Extended Cab in stock for as low as $20990 Why buy with Carvana  We have one standard  the highest  Take a look at just some of the qualifications all of our cars must meet before we list them 150 POINT INSPECTION  We put each vehicle through a 150 point inspection so that you can be 100  confident in its quality and safety  See everything that goes into our inspections at http   www carvanaauto com 7163375 74502NO REPORTED ACCIDENTS  We do not sell cars that have been in a reported accident or have a frame or structural damage 7 DAY TEST OWN MONEY BACK GUARANTEE  Every Carvana car comes with a 7 day money back guarantee  Why  It takes more than 15 minutes to make a decision on your next car  Learn more about test owning at http   about carvanaauto comFLEXIBLE FINANCING  TRADE INS WELCOME  We re all about real time financing without the middle man  Need financing  Pick a combination of down and monthly payments that work for you  Have a trade in  We ll give you a value in 2 minutes  Check out everything about our financing at http   finance carvanaauto com 7163375 74502COST SAVINGS  Carvana s business model has fewer expenses and no bloated fees compared to your local dealership  See how much we can save you at http   about carvanaauto comPREMIUM DETAIL  We go the extra mile so that your car is looking as good as new  There are a lot of specifics that we won t list here  we wash  clean  buff  paint  polish  wax  seal   but trust us that when your car arrives  it s going to look sweet Vehicle Info for Stock  2000977114Trim  LT Pickup 4D 6 1 2 ft pickupMileage  71k milesExterior Color  BlueInterior Color  BlackEngine  Vortec 5 3L Flex Fuel V8 315hp 335ft  lbs Drive  Two Wheel DriveTransmission  VIN  1GCSCSE06AZ123805Dealer Disclosure  Price excludes tax  title  and registration  which we handle for you  Disclaimer  You agree that by providing your phone number  Carvana  or Carvana s authorized representatives   may call and or send text messages  including by using equipment to automatically dial telephone numbers  about your interest in a purchase  for marketing sales purposes  or for any other servicing or informational purpose related to your account  You do not have to consent to receiving calls or texts to purchase from Carvana  While every reasonable effort is made to ensure the accuracy of the information for this Chevrolet Silverado 1500 Extended Cab  we are not responsible for any errors or omissions contained in this ad  Please verify any information in question with Carvana at 334 758 9176 Including  but not limited to  Bridgecrest Credit Company  GO Financial and SilverRock Automotive  Chevrolet   Silverado   1500   Extended   Cab   Chevy   Chevrolet   Silverado   1500   Extended   Cab   HD   Crew   Cab   LS   Pickup   Chevrolet   Silverado   1500   Extended   Cab   LS   Chevrolet   Silverado   1500   Extended   Cab   LT   Chevrolet   Silverado   1500   Extended   Cab   LTZ   Chevrolet   Silverado   1500   Extended   Cab   LT1   Chevrolet   Silverado   1500   Extended   Cab   Crew   Cab   Chevrolet   Silverado   1500   Extended   Cab   XtraCab   Chevrolet   Silverado   1500   Extended   Cab   2500HD   Classic   Pick   up  2022  2021  2020  2019  2018  2017  2016  2015  2014  2013  2012  2011  2010  2009  2008  2007  2006  2005  2004  2003  2002  2001  2000   22  21    19  18  17  16  15  14  13  12  11  10  09  08  07  06  05  04  03  02  01  00
## 3                                                                                                                                                             Carvana is the safer way to buy a car During these uncertain times  Carvana is dedicated to ensuring safety for all of our customers  In addition to our 100  online shopping and selling experience that allows all customers to buy and trade their cars without ever leaving the safety of their house  we re providing touchless delivery that make all aspects of our process even safer  Now  you can get the car you want  and trade in your old one  while avoiding person to person contact with our friendly advocates  There are some things that can t be put off  And if buying a car is one of them  know that we re doing everything we can to keep you keep moving while continuing to put your health safety  and happiness first  Vehicle Stock  2000948059📱 Want to instantly check this car s availability  Call us at  334 758 9176Just text that stock number to 855 976 4304 or head to http   www carvanaauto com 6965441 74502 and plug it into the search bar Get PRE QUALIFIED for your auto loan in 2 minutes   no hit to your credit http   finance carvanaauto com 6965441 74502Looking for more cars like this one  We have 144 Chevrolet Silverado 1500 Crew Cab in stock for as low as $20990 Why buy with Carvana  We have one standard  the highest  Take a look at just some of the qualifications all of our cars must meet before we list them 150 POINT INSPECTION  We put each vehicle through a 150 point inspection so that you can be 100  confident in its quality and safety  See everything that goes into our inspections at http   www carvanaauto com 6965441 74502NO REPORTED ACCIDENTS  We do not sell cars that have been in a reported accident or have a frame or structural damage 7 DAY TEST OWN MONEY BACK GUARANTEE  Every Carvana car comes with a 7 day money back guarantee  Why  It takes more than 15 minutes to make a decision on your next car  Learn more about test owning at http   about carvanaauto comFLEXIBLE FINANCING  TRADE INS WELCOME  We re all about real time financing without the middle man  Need financing  Pick a combination of down and monthly payments that work for you  Have a trade in  We ll give you a value in 2 minutes  Check out everything about our financing at http   finance carvanaauto com 6965441 74502COST SAVINGS  Carvana s business model has fewer expenses and no bloated fees compared to your local dealership  See how much we can save you at http   about carvanaauto comPREMIUM DETAIL  We go the extra mile so that your car is looking as good as new  There are a lot of specifics that we won t list here  we wash  clean  buff  paint  polish  wax  seal   but trust us that when your car arrives  it s going to look sweet Vehicle Info for Stock  2000948059Trim  LT Pickup 4D 5 3 4 ft pickupMileage  19k milesExterior Color  RedInterior Color  BLACKEngine  EcoTec3 5 3L V8 355hp 383ft  lbs Drive  Two Wheel DriveTransmission  VIN  3GCPWCED5LG130317Dealer Disclosure  Price excludes tax  title  and registration  which we handle for you  Disclaimer  You agree that by providing your phone number  Carvana  or Carvana s authorized representatives   may call and or send text messages  including by using equipment to automatically dial telephone numbers  about your interest in a purchase  for marketing sales purposes  or for any other servicing or informational purpose related to your account  You do not have to consent to receiving calls or texts to purchase from Carvana  While every reasonable effort is made to ensure the accuracy of the information for this Chevrolet Silverado 1500 Crew Cab  we are not responsible for any errors or omissions contained in this ad  Please verify any information in question with Carvana at 334 758 9176 Including  but not limited to  Bridgecrest Credit Company  GO Financial and SilverRock Automotive  Chevrolet   Silverado   1500   Crew   Cab   Chevy   Chevrolet   Silverado   1500   Crew   Cab   HD   Crew   Cab   LS   Pickup   Chevrolet   Silverado   1500   Crew   Cab   LS   Chevrolet   Silverado   1500   Crew   Cab   LT   Chevrolet   Silverado   1500   Crew   Cab   LTZ   Chevrolet   Silverado   1500   Crew   Cab   LT1   Chevrolet   Silverado   1500   Crew   Cab   Crew   Cab   Chevrolet   Silverado   1500   Crew   Cab   XtraCab   Chevrolet   Silverado   1500   Crew   Cab   2500HD   Classic   Pick   up  2022  2021  2020  2019  2018  2017  2016  2015  2014  2013  2012  2011  2010  2009  2008  2007  2006  2005  2004  2003  2002  2001  2000   22  21    19  18  17  16  15  14  13  12  11  10  09  08  07  06  05  04  03  02  01  00
## 4 Carvana is the safer way to buy a car During these uncertain times  Carvana is dedicated to ensuring safety for all of our customers  In addition to our 100  online shopping and selling experience that allows all customers to buy and trade their cars without ever leaving the safety of their house  we re providing touchless delivery that make all aspects of our process even safer  Now  you can get the car you want  and trade in your old one  while avoiding person to person contact with our friendly advocates  There are some things that can t be put off  And if buying a car is one of them  know that we re doing everything we can to keep you keep moving while continuing to put your health safety  and happiness first  Vehicle Stock  2000905180📱 Want to instantly check this car s availability  Call us at  334 758 9176Just text that stock number to 855 976 4304 or head to http   www carvanaauto com 6964121 74502 and plug it into the search bar Get PRE QUALIFIED for your auto loan in 2 minutes   no hit to your credit http   finance carvanaauto com 6964121 74502Looking for more cars like this one  We have 24 Toyota Tundra Double Cab in stock for as low as $23990 Why buy with Carvana  We have one standard  the highest  Take a look at just some of the qualifications all of our cars must meet before we list them 150 POINT INSPECTION  We put each vehicle through a 150 point inspection so that you can be 100  confident in its quality and safety  See everything that goes into our inspections at http   www carvanaauto com 6964121 74502NO REPORTED ACCIDENTS  We do not sell cars that have been in a reported accident or have a frame or structural damage 7 DAY TEST OWN MONEY BACK GUARANTEE  Every Carvana car comes with a 7 day money back guarantee  Why  It takes more than 15 minutes to make a decision on your next car  Learn more about test owning at http   about carvanaauto comFLEXIBLE FINANCING  TRADE INS WELCOME  We re all about real time financing without the middle man  Need financing  Pick a combination of down and monthly payments that work for you  Have a trade in  We ll give you a value in 2 minutes  Check out everything about our financing at http   finance carvanaauto com 6964121 74502COST SAVINGS  Carvana s business model has fewer expenses and no bloated fees compared to your local dealership  See how much we can save you at http   about carvanaauto comPREMIUM DETAIL  We go the extra mile so that your car is looking as good as new  There are a lot of specifics that we won t list here  we wash  clean  buff  paint  polish  wax  seal   but trust us that when your car arrives  it s going to look sweet Vehicle Info for Stock  2000905180Trim  SR Pickup 4D 6 1 2 ft pickupMileage  41k milesExterior Color  RedInterior Color  GRAYEngine  4 6L V8 310hp 327ft  lbs Drive  Two Wheel DriveTransmission  VIN  5TFRM5F17HX120972Dealer Disclosure  Price excludes tax  title  and registration  which we handle for you  Disclaimer  You agree that by providing your phone number  Carvana  or Carvana s authorized representatives   may call and or send text messages  including by using equipment to automatically dial telephone numbers  about your interest in a purchase  for marketing sales purposes  or for any other servicing or informational purpose related to your account  You do not have to consent to receiving calls or texts to purchase from Carvana  While every reasonable effort is made to ensure the accuracy of the information for this Toyota Tundra Double Cab  we are not responsible for any errors or omissions contained in this ad  Please verify any information in question with Carvana at 334 758 9176 Including  but not limited to  Bridgecrest Credit Company  GO Financial and SilverRock Automotive  Toyota   Tundra   Double   Cab   2WD   Truck   Toyota   Tundra   Double   Cab   4WD   Toyota   Tundra   Double   Cab   Access   Cab   Limited   Toyota   Tundra   Double   Cab   Access   Cab   SR5   Toyota   Tundra   Double   Cab   CrewMax   Limited   Toyota   Tundra   Double   Cab   CrewMax   Toyota   Tundra   Double   Cab   CrewMax   SR5   Toyota   Tundra   Double   Cab   Double   Cab   Toyota   Tundra   Double   Cab   Double   Cab   Limited   Toyota   Tundra   Double   Cab   Double   Cab   SR5   Toyota   Tundra   Double   Cab   Regular   Cab   Toyota   Tundra   Double   Cab   SR   Toyota   Tundra   Double   Cab   Platinum   Toyota   Tundra   Double   Cab   electric   hybrid   Pickup  2022  2021  2020  2019  2018  2017  2016  2015  2014  2013  2012  2011  2010  2009  2008  2007  2006  2005  2004  2003  2002  2001  2000   22  21    19  18  17  16  15  14  13  12  11  10  09  08  07  06  05  04  03  02  01  00
## 5                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       2013 F 150 XLT V6 4 Door  Good condition  Leveling kit  New Tires 
## 6                                                                                                                                                                                                                                                    Carvana is the safer way to buy a car During these uncertain times  Carvana is dedicated to ensuring safety for all of our customers  In addition to our 100  online shopping and selling experience that allows all customers to buy and trade their cars without ever leaving the safety of their house  we re providing touchless delivery that make all aspects of our process even safer  Now  you can get the car you want  and trade in your old one  while avoiding person to person contact with our friendly advocates  There are some things that can t be put off  And if buying a car is one of them  know that we re doing everything we can to keep you keep moving while continuing to put your health safety  and happiness first  Vehicle Stock  2000839840📱 Want to instantly check this car s availability  Call us at  334 758 9176Just text that stock number to 855 976 4304 or head to http   www carvanaauto com 7164202 74502 and plug it into the search bar Get PRE QUALIFIED for your auto loan in 2 minutes   no hit to your credit http   finance carvanaauto com 7164202 74502Looking for more cars like this one  We have 1 GMC Sierra 2500 HD Extended Cab in stock for as low as $27990 Why buy with Carvana  We have one standard  the highest  Take a look at just some of the qualifications all of our cars must meet before we list them 150 POINT INSPECTION  We put each vehicle through a 150 point inspection so that you can be 100  confident in its quality and safety  See everything that goes into our inspections at http   www carvanaauto com 7164202 74502NO REPORTED ACCIDENTS  We do not sell cars that have been in a reported accident or have a frame or structural damage 7 DAY TEST OWN MONEY BACK GUARANTEE  Every Carvana car comes with a 7 day money back guarantee  Why  It takes more than 15 minutes to make a decision on your next car  Learn more about test owning at http   about carvanaauto comFLEXIBLE FINANCING  TRADE INS WELCOME  We re all about real time financing without the middle man  Need financing  Pick a combination of down and monthly payments that work for you  Have a trade in  We ll give you a value in 2 minutes  Check out everything about our financing at http   finance carvanaauto com 7164202 74502COST SAVINGS  Carvana s business model has fewer expenses and no bloated fees compared to your local dealership  See how much we can save you at http   about carvanaauto comPREMIUM DETAIL  We go the extra mile so that your car is looking as good as new  There are a lot of specifics that we won t list here  we wash  clean  buff  paint  polish  wax  seal   but trust us that when your car arrives  it s going to look sweet Vehicle Info for Stock  2000839840Trim  SLE Pickup 4D 6 1 2 ft pickupMileage  68k milesExterior Color  BlackInterior Color  BLACKEngine  6 0L V8 360hp 380ft  lbs Drive  4wdTransmission  Automatic  6 Spd HD w OverdriveVIN  1GT220CG8CZ231238Dealer Disclosure  Price excludes tax  title  and registration  which we handle for you  Disclaimer  You agree that by providing your phone number  Carvana  or Carvana s authorized representatives   may call and or send text messages  including by using equipment to automatically dial telephone numbers  about your interest in a purchase  for marketing sales purposes  or for any other servicing or informational purpose related to your account  You do not have to consent to receiving calls or texts to purchase from Carvana  While every reasonable effort is made to ensure the accuracy of the information for this GMC Sierra 2500 HD Extended Cab  we are not responsible for any errors or omissions contained in this ad  Please verify any information in question with Carvana at 334 758 9176 Including  but not limited to  Bridgecrest Credit Company  GO Financial and SilverRock Automotive  GMC   Sierra   2500   HD   Extended   Cab   Base   GMC   Sierra   2500   HD   Extended   Cab   SLE   GMC   Sierra   2500   HD   Extended   Cab   SLT   GMC   Sierra   2500   HD   Extended   Cab   Denali   GMC   Sierra   2500   HD   Extended   Cab   Work   Truck   4x2   GMC   Sierra   2500   HD   Extended   Cab   4x4   Crew   Cab   GMC   Sierra   2500   HD   Extended   Cab   Regular   Cab   Extended   Cab   Truck  2022  2021  2020  2019  2018  2017  2016  2015  2014  2013  2012  2011  2010  2009  2008  2007  2006  2005  2004  2003  2002  2001  2000   22  21    19  18  17  16  15  14  13  12  11  10  09  08  07  06  05  04  03  02  01  00
##   med_family_income med_non_family_income
## 1           79370.5               20746.5
## 2           79370.5               20746.5
## 3           79370.5               20746.5
## 4           79370.5               20746.5
## 5           79370.5               20746.5
## 6           79370.5               20746.5

Create ‘age’ column

cars$age <- 2021 - cars$year

Convert ‘state’, ‘manufacturer’, ‘model’ to factor datastructure

cars$state.x <- cars$state %>% factor()
cars$manufacturer <- cars$manufacturer %>% factor()
cars$fuel <- cars$fuel %>% factor()
cars$transmission <- cars$transmission %>% factor()
cars$type <- cars$type %>% factor()
cars$paint_color <- cars$paint_color %>% factor()
cars$drive <- cars$drive %>% factor()
cars$title_status <- cars$title_status %>% factor()

Convert ‘condition’ to ordered factor

cars %>% count(condition)
##   condition      n
## 1 excellent  91526
## 2      fair   6178
## 3      good 118651
## 4  like new  20243
## 5       new   1152
## 6   salvage    546
## 7   unknown 162574
condition_order <- c('unknown', 'salvage', 'fair', 'good', 'excellent', 'like new', 'new')
cars$condition <- cars$condition %>% factor(levels = condition_order)

Clean “cylinder” Variable

#- convert to ordered factor data structure
cars %>% count(cylinders)
##      cylinders      n
## 1 10 cylinders   1373
## 2 12 cylinders    184
## 3  3 cylinders    608
## 4  4 cylinders  73044
## 5  5 cylinders   1634
## 6  6 cylinders  89152
## 7  8 cylinders  67599
## 8      unknown 167276
cylinder_levels <- c("un", "3", "4", "5", "6", "8", "10", "12")

cars$cylinders <- factor(str_trim(substr(cars$cylinders, start = 1, stop = 2)), levels = cylinder_levels)
cars %>% count(cylinders)
##   cylinders      n
## 1        un 167276
## 2         3    608
## 3         4  73044
## 4         5   1634
## 5         6  89152
## 6         8  67599
## 7        10   1373
## 8        12    184

Convert Price to Numeric

cars$price <- cars$price %>% as.double()

Open DF in Radiant for Exploratory Analysis and Modeling

#radiant::radiant()
manuf_bar_plot <- cars %>% 
  group_by(manufacturer) %>% 
  summarise(count = n()) %>% 
  filter(count > 1000) %>% 
  ggplot(aes(x = reorder(manufacturer, (count)), y = count)) + 
    #theme(aspect.ratio = .6) +
    theme(plot.margin = unit(c(.5,.5,.5,.5), "cm")) +
    geom_bar(stat = "identity", width = .5, fill = "cadetblue3") + 
    labs(x = "Manufacturer", y = "Count", title = "Count of Manufacturers") +
    ylim(c(0,80000)) + 
    coord_flip()

# aspect_ratio <- 2.5
# height <- 9
# ggsave("manuf_bar_plot.png", plot = manuf_bar_plot, width = 7 * aspect_ratio, height = 7, units = "in", dpi = 300)

plot(manuf_bar_plot)

cars %>% filter(manufacturer == "Ford") %>% 
  count(model)
##                                                                                                                                                                                                 model
## 1                                                                                                                                                                                                Ect 
## 2                                                                                                                                                                                             Mustang
## 3                                                                                                                                                                                             150 Xlt
## 4                                                                                                                                                                         2012 2013  Some 2014 Models
## 5                                                                                                                                                                                                 350
## 6                                                                                                                                                                                          Ford Focus
## 7                                                                                                                                                                                       Ford Focus Se
## 8                                                                                                                                                                                                  T 
## 9                                                                                                                                                                                  Vmi Conversion Van
## 10                                                                                                                                                                                                  0
## 11                                                                                                                                                                                          06 Ranger
## 12                                                                                                                                                                                      08 Mustang Gt
## 13                                                                                                                                                                                                100
## 14                                                                                                                                                                                             123357
## 15                                                                                                                                                                           15 Passenger Shuttle Van
## 16                                                                                                                                                                                                150
## 17                                                                                                                                                                                            150 4wd
## 18                                                                                                                                                                                            150 4x4
## 19                                                                                                                                                                                150 Full Size Van I
## 20                                                                                                                                                                                            150 Xlt
## 21                                                                                                                                                                                        150 Xlt 4x4
## 22                                                                                                                                                                                             163869
## 23                                                                                                                                                                            1928 Ford  Pickup Truck
## 24                                                                                                                                                                                         1929 Ford 
## 25                                                                                                                                                                              1930 Shay Repoduction
## 26                                                                                                                                                                                               1931
## 27                                                                                                                                                                                       1931 Model A
## 28                                                                                                                                                                                    1931 Studebaker
## 29                                                                                                                                                                              1947 Divco Milk Truck
## 30                                                                                                                                                                                     1949 Diamond T
## 31                                                                                                                                                                                       1949 Olds 98
## 32                                                                                                                                                                        1949 Plymouth P 19 Suburban
## 33                                                                                                                                                                        1951 Studebaker 2r5 Pick Up
## 34                                                                                                                                                                                               1952
## 35                                                                                                                                                                                    1953 Customline
## 36                                                                                                                                                                                      1953 Victoria
## 37                                                                                                                                                                                       1954 Skyline
## 38                                                                                                                                                                                   1955 Thunderbird
## 39                                                                                                                                                                                         1959 F 100
## 40                                                                                                                                                                                          1961 F100
## 41                                                                                                                                                                               1962 Fordthunderbird
## 42                                                                                                                                                                                        1965 Falcon
## 43                                                                                                                                                                                  1965 Shelby Cobra
## 44                                                                                                                                                                                   1965 Thunderbird
## 45                                                                                                                                                                                  1966 Shelby Cobra
## 46                                                                                                                                                                                       1967 Fordvan
## 47                                                                                                                                                                                       1967 Mustang
## 48                                                                                                                                                                                          1968 F250
## 49                                                                                                                                                                                               1969
## 50                                                                                                                                                                                     1969 F250 F100
## 51                                                                                                                                                                              1971 Detomaso Pantera
## 52                                                                                                                                                                                         1971 F 350
## 53                                                                                                                                                                               1977 F 350 Super Cab
## 54                                                                                                                                                                                        1978 Bronco
## 55                                                                                                                                                                                           1978 Van
## 56                                                                                                                                                                                               1982
## 57                                                                                                                                                                                     1987 Bronco Ii
## 58                                                                                                                                                                                          1987 F150
## 59                                                                                                                                                                                1988ford Ranger Xlt
## 60                                                                                                                                                                                               1992
## 61                                                                                                                                                                                     1995 Ambulance
## 62                                                                                                                                                                                           1996 Z28
## 63                                                                                                                                                                                        1997 Ranger
## 64                                                                                                                                                                                          1998 E350
## 65                                                                                                                                                                        1998 Jagure Convertible Xk8
## 66                                                                                                                                                                                       1998 Mustang
## 67                                                                                                                                                                                               1999
## 68                                                                                                                                                                          1999 F 350 Super Duty Xlt
## 69                                                                                                                                                                                   1999 Ply Prowler
## 70                                                                                                                                                                                  1fahp2ew0ag138207
## 71                                                                                                                                                                                  1ftex08l6vkb69788
## 72                                                                                                                                                                                       2 Door Sedan
## 73                                                                                                                                                                                         2 Dr Sedan
## 74                                                                                                                                                                                      2 Dr Victoria
## 75                                                                                                                                                                                               2000
## 76                                                                                                                                                                              2000 F150 4x4 5 Speed
## 77                                                                                                                                                                                          2000 F250
## 78                                                                                                                                                                               2000 Ford250 4 4 7 3
## 79                                                                                                                                                                                     2001 Ford F350
## 80                                                                                                                                                                                               2002
## 81                                                                                                                                                                                          2002 F350
## 82                                                                                                                                                                                          2003 F250
## 83                                                                                                                                                                                     2003fordescape
## 84                                                                                                                                                                                      2004 F150 Xlt
## 85                                                                                                                                                                                          2004 F250
## 86                                                                                                                                                                               2004 F350 Super Duty
## 87                                                                                                                                                                                    2005 Mustang Gt
## 88                                                                                                                                                                                        2005 Taurus
## 89                                                                                                                                                                                               2006
## 90                                                                                                                                                                                     2006 Ford F150
## 91                                                                                                                                                                                    2006 Fordtaurus
## 92                                                                                                                                                                                   2007 F0rd Escape
## 93                                                                                                                                                                                      2007 Forde150
## 94                                                                                                                                                                                          2008 F350
## 95                                                                                                                                                                                   2008 F350 Dually
## 96                                                                                                                                                                                      2008ford F250
## 97                                                                                                                                                                             2009 F 250 6 4l W Plow
## 98                                                                                                                                                                                               2010
## 99                                                                                                                                                                                               2011
## 100                                                                                                                                                                        2011 Expedition King Ranch
## 101                                                                                                                                                         2011 F 450 4x4 Crew Cab In Closed Utility
## 102                                                                                                                                                                                    2011 F450 F750
## 103                                                                                                                                                                                              2012
## 104                                                                                                                                                                       2012 F 150 Lariat Supercrew
## 105                                                                                                                                                                                         2012 F350
## 106                                                                                                                                                                                      2012 Mustang
## 107                                                                                                                                                                         2013 Explorer Interceptor
## 108                                                                                                                                                                              2013 F150 King Ranch
## 109                                                                                                                                                                            2013 F350 Platinum 6 7
## 110                                                                                                                                                                                    2013 F450 F750
## 111                                                                                                                                                                                   2013 Svt Raptor
## 112                                                                                                                                                                                              2015
## 113                                                                                                                                                                                              2016
## 114                                                                                                                                                                                      2016 F45 750
## 115                                                                                                                                                                                     2016 F45 F750
## 116                                                                                                                                                                                     2016 F450 750
## 117                                                                                                                                                                                    2016 F450 F750
## 118                                                                                                                                                                                   2016 V6 Mustang
## 119                                                                                                                                                                                              2017
## 120                                                                                                                                                           2017 F 350 Ex Cab Service Utility Truck
## 121                                                                                                                                                                                         2017 F350
## 122                                                                                                                                                                                              2018
## 123                                                                                                                                                             2018 F 250 4x4 Crew Cab Flatbed Truck
## 124                                                                                                                                                                                       2019 Raptor
## 125                                                                                                                                                                       2020 Transit T250 High Roof
## 126                                                                                                                                                                                              23 T
## 127                                                                                                                                                                                             24 Ft
## 128                                                                                                                                                                                               250
## 129                                                                                                                                                                                 250 Super Duty Xl
## 130                                                                                                                                                                                           250 Xlt
## 131                                                                                                                                                                                         2dr Sedan
## 132                                                                                                                                                                         3 Window Pro Street Coupe
## 133                                                                                                                                                                                          34 Tudor
## 134                                                                                                                                                                                               350
## 135                                                                                                                                                                                     350 4×4 Dauly
## 136                                                                                                                                                                                350 Closed Utility
## 137                                                                                                                                                                                350 Super Duty Van
## 138                                                                                                                                                                             350 Transit High Roof
## 139                                                                                                                                                                                              3500
## 140                                                                                                                                                                                3500 Sprinter Limo
## 141                                                                                                                                                                               3500 Triton V8 Band
## 142                                                                                                                                                                             4 Door 4 Dr 4door 4dr
## 143                                                                                                                                                                                           450 750
## 144                                                                                                                                                                           450 Tow Truck  Wrecker 
## 145                                                                                                                                                                                               460
## 146                                                                                                                                                                             4wd  F 150 King Ranch
## 147                                                                                                                                                                                           4x4 Van
## 148                                                                                                                                                                                    5 Window Coupe
## 149                                                                                                                                                                                               500
## 150                                                                                                                                                                                       500 Limited
## 151                                                                                                                                                                                         500 Sedan
## 152                                                                                                                                                                                               550
## 153                                                                                                                                                                                             550sd
## 154                                                                                                                                                                                           64 Hawk
## 155                                                                                                                                                                                         65 Marlin
## 156                                                                                                                                                                                                68
## 157                                                                                                                                                                                   7 3 4x4 Longbed
## 158                                                                                                                                                                                       7 Litre 428
## 159                                                                                                                                                                                               700
## 160                                                                                                                                                                                               750
## 161                                                                                                                                                                                          750 Dump
## 162                                                                                                                                                                                    78 F150 Ranger
## 163                                                                                                                                                                                              8000
## 164                                                                                                                                                                                                8n
## 165                                                                                                                                                                                              9000
## 166                                                                                                                                                                                          97 Cobra
## 167                                                                                                                                                                                                 A
## 168                                                                                                                                                                                     Accord  Civic
## 169                                                                                                                                                                                    Aero Max L9000
## 170                                                                                                                                                                                          Aerostar
## 171                                                                                                                                                                                      Aerostar Van
## 172                                                                                                                                                                                  Aerostar Van Xlt
## 173                                                                                                                                                                                      Aerostar Xlt
## 174                                                                                                                                                                                          All Cars
## 175                                                                                                                                                                              All Makes And Models
## 176                                                                                                                                                                                        All Models
## 177                                                                                                                                                                                 Am General Humvee
## 178                                                                                                                                                                                         Ambulette
## 179                                                                                                                                                                      American Lafrance Fire Truck
## 180                                                                                                                                                                                  And Freightliner
## 181                                                                                                                                                                    And Newer All Makes And Models
## 182                                                                                                                                                                                            And Up
## 183                                                                                                                                                                                     Anglia Thames
## 184                                                                                                                                                                               Ask For Tom Dauphin
## 185                                                                                                                                                                                            Aspire
## 186                                                                                                                                                                                          Auto4you
## 187                                                                                                                                                                                            Beonco
## 188                                                                                                                                                                                      Bhph Inhouse
## 189                                                                                                                                                                        Blue 64 Sprint Convertible
## 190                                                                                                                                                                            Blue Bird All American
## 191                                                                                                                                                                                          Bonco Ll
## 192                                                                                                                                                                                        Boom Truck
## 193                                                                                                                                                                                         Box Truck
## 194                                                                                                                                                                                         Boyertown
## 195                                                                                                                                                                                            Bronco
## 196                                                                                                                                                                                          Bronco 2
## 197                                                                                                                                                                                Bronco 2 Ranger Xl
## 198                                                                                                                                                                                        Bronco 4wd
## 199                                                                                                                                                                                        Bronco 4x4
## 200                                                                                                                                                                                Bronco Eddie Bauer
## 201                                                                                                                                                                                         Bronco Ii
## 202                                                                                                                                                                                      Bronco Sport
## 203                                                                                                                                                                                  Bronco Sport 4wd
## 204                                                                                                                                                                         Bronco Sport Badlands 4x4
## 205                                                                                                                                                                                         Bronco Xl
## 206                                                                                                                                                                                        Bronco Xlt
## 207                                                                                                                                                                                    Bronco Xlt 4x4
## 208                                                                                                                                                                                               Bus
## 209                                                                                                                                                                                    Business Coupe
## 210                                                                                                                                                                                 Buy Here Pay Here
## 211                                                                                                                                                                                         By Rackit
## 212                                                                                                                                                                                                 C
## 213                                                                                                                                                                                 C   Max Se Hybrid
## 214                                                                                                                                                                                    C 700 Tilt Cab
## 215                                                                                                                                                                                             C Max
## 216                                                                                                                                                                                      C Max Energi
## 217                                                                                                                                                                         C Max Energi Hatchback Se
## 218                                                                                                                                                                        C Max Energi Hatchback Sel
## 219                                                                                                                                                                                   C Max Energi Se
## 220                                                                                                                                                                               C Max Energi Se Fwd
## 221                                                                                                                                                                                  C Max Energi Sel
## 222                                                                                                                                                                         C Max Energi Sel Wagon 4d
## 223                                                                                                                                                                             C Max Energi Titanium
## 224                                                                                                                                                                                      C Max Hybrid
## 225                                                                                                                                                                                   C Max Hybrid Se
## 226                                                                                                                                                                             C Max Hybrid Se Wagon
## 227                                                                                                                                                                          C Max Hybrid Se Wagon 4d
## 228                                                                                                                                                                                  C Max Hybrid Sel
## 229                                                                                                                                                                         C Max Hybrid Sel Wagon 4d
## 230                                                                                                                                                                       C Max Hybrid Titanium Wagon
## 231                                                                                                                                                                                      C Max R4452a
## 232                                                                                                                                                                                       C Max R4512
## 233                                                                                                                                                                                          C Max Se
## 234                                                                                                                                                                                   C Max Se Hybrid
## 235                                                                                                                                                                                    C Max Se Wagon
## 236                                                                                                                                                                                         C Max Sel
## 237                                                                                                                                                                                  C Max Sel Hybrid
## 238                                                                                                                                                                                              C800
## 239                                                                                                                                                                                         Cabriolet
## 240                                                                                                                                                                                      Caddilac Cts
## 241                                                                                                                                                                                             Capri
## 242                                                                                                                                                                                 Car Truck Hot Rod
## 243                                                                                                                                                                             Car Trucks And Suv S 
## 244                                                                                                                                                                                             Cargo
## 245                                                                                                                                                                            Cargo Commercial Truck
## 246                                                                                                                                                                                         Cargo Van
## 247                                                                                                                                                                                 Cargo Van L32 Ooo
## 248                                                                                                                                                                                     Carpenter Bus
## 249                                                                                                                                                                                     Cars And Suvs
## 250                                                                                                                                                                              Certified Edge P4427
## 251                                                                                                                                                                                            Cf8000
## 252                                                                                                                                                                           Charger Tahoe Crown Vic
## 253                                                                                                                                                                            Charger Tahoe Explorer
## 254                                                                                                                                                                                    Chev  Corvette
## 255                                                                                                                                                                                         Chev Ford
## 256                                                                                                                                                                              Cheverolet Camaro Rs
## 257                                                                                                                                                                               Cheverolet Colorado
## 258                                                                                                                                                                                  Chevey Astro Van
## 259                                                                                                                                                                              Chevorlet Camaro Z28
## 260                                                                                                                                                                         Chevy Ford  International
## 261                                                                                                                                                                      Chevy Ford Kia  Bmw Jeep Gmc
## 262                                                                                                                                                                                Chovrolet Silvrado
## 263                                                                                                                                                                   Chrylser Town   Country Touring
## 264                                                                                                                                                                                        Club Coupe
## 265                                                                                                                                                                                        Club Sedan
## 266                                                                                                                                                                                        Club Wagon
## 267                                                                                                                                                                                Club Wagon Chateau
## 268                                                                                                                                                                                         Clubwagon
## 269                                                                                                                                                                                     Clubwagon Van
## 270                                                                                                                                                                                              Cmax
## 271                                                                                                                                                                                       Cmax Energi
## 272                                                                                                                                                                                       Cmax Hybrid
## 273                                                                                                                                                                                          Coachmen
## 274                                                                                                                                                                                               Coe
## 275                                                                                                                                                                                           Coe7000
## 276                                                                                                                                                                                Commercial Chassis
## 277                                                                                                                                                                                   Commercial E450
## 278                                                                                                                                                                                   Commercial F650
## 279                                                                                                                                                                       Commercial Transit Commerci
## 280                                                                                                                                                                                       Connect Xlt
## 281                                                                                                                                                                                      Consul Capri
## 282                                                                                                                                                                                           Contour
## 283                                                                                                                                                                                       Contour Cse
## 284                                                                                                                                                                                  Contour Se Sport
## 285                                                                                                                                                                                       Contour Svt
## 286                                                                                                                                                                                           Convert
## 287                                                                                                                                                                                       Convertable
## 288                                                                                                                                                                                       Convertible
## 289                                                                                                                                                                                             Convt
## 290                                                                                                                                                                             Corvette Cuda Mustang
## 291                                                                                                                                                                      Corvettes  Classics  Exotics
## 292                                                                                                                                                                                            Couier
## 293                                                                                                                                                                                     Country Sedan
## 294                                                                                                                                                                                    Country Squire
## 295                                                                                                                                                                                Country Squire Ltd
## 296                                                                                                                                                                                     Country Wagon
## 297                                                                                                                                                                                       Countryauto
## 298                                                                                                                                                                                             Coupe
## 299                                                                                                                                                                                Coupe Super Deluxe
## 300                                                                                                                                                                                           Courier
## 301                                                                                                                                                                                          Cresline
## 302                                                                                                                                                                                         Crestline
## 303                                                                                                                                                                                   Crestline Sedan
## 304                                                                                                                                                                                        Crestliner
## 305                                                                                                                                                                              Crew Cab Dually 3500
## 306                                                                                                                                                                                    Criwn Victoria
## 307                                                                                                                                                                                     Crow Victoria
## 308                                                                                                                                                                                         Crown Vic
## 309                                                                                                                                                                             Crown Vic Interceptor
## 310                                                                                                                                                                                     Crown Vic P71
## 311                                                                                                                                                                                  Crown Vic Police
## 312                                                                                                                                                                                    Crown Victoria
## 313                                                                                                                                                                        Crown Victoria Interceptor
## 314                                                                                                                                                                                Crown Victoria Ltd
## 315                                                                                                                                                                                 Crown Victoria Lx
## 316                                                                                                                                                                         Crown Victoria Lx Special
## 317                                                                                                                                                                           Crown Victoria Lx Sport
## 318                                                                                                                                                                                Crown Victoria P71
## 319                                                                                                                                                                             Crown Victoria Police
## 320                                                                                                                                                                       Crown Victoria Police Inter
## 321                                                                                                                                                                         Crown Victoria Police P71
## 322                                                                                                                                                                         Crown Victoria Police Pkg
## 323                                                                                                                                                                           Crown Victoria Policetv
## 324                                                                                                                                                                                            Custom
## 325                                                                                                                                                                                        Custom 300
## 326                                                                                                                                                                                 Custom Club Coupe
## 327                                                                                                                                                                                Custom Convertible
## 328                                                                                                                                                                                     Custom Deluxe
## 329                                                                                                                                                                                   Custom F150 4x4
## 330                                                                                                                                                                                       Custom F378
## 331                                                                                                                                                                      Custom Sedan V8 Flathead Fwd
## 332                                                                                                                                                                        Custom V8 Hemi Convertible
## 333                                                                                                                                                                                        Customline
## 334                                                                                                                                                                                        Custonline
## 335                                                                                                                                                                                                D6
## 336                                                                                                                                                                                        D7fh173552
## 337                                                                                                                                                                                              Dege
## 338                                                                                                                                                                              Delivery Panel Truck
## 339                                                                                                                                                                                            Deluxe
## 340                                                                                                                                                                                     Deluxe Custom
## 341                                                                                                                                                                        Deluxe Hardtop Convertible
## 342                                                                                                                                                                                       Deuce Coupe
## 343                                                                                                                                                                                             Df250
## 344                                                                                                                                                                             Diamler Stright Eight
## 345                                                                                                                                                                                            Diesel
## 346                                                                                                                                                                                     Diesel Chasis
## 347                                                                                                                                                                                        Dually 350
## 348                                                                                                                                                                                        Dump Truck
## 349                                                                                                                                                                                         Dump Tuck
## 350                                                                                                                                                                                           Durango
## 351                                                                                                                                                                                             E 150
## 352                                                                                                                                                                                       E 150 Cargo
## 353                                                                                                                                                                                   E 150 Cargo Van
## 354                                                                                                                                                                                 E 150 Chateau Van
## 355                                                                                                                                                                              E 150 Conversion Van
## 356                                                                                                                                                                               E 150 Econoline Van
## 357                                                                                                                                                                                      E 150 Ecovan
## 358                                                                                                                                                                                    E 150 Extended
## 359                                                                                                                                                                             E 150 Passenger Cargo
## 360                                                                                                                                                                            E 150 Reefer Cargo Van
## 361                                                                                                                                                                                     E 150 Transit
## 362                                                                                                                                                                                         E 150 Van
## 363                                                                                                                                                                                   E 150xlt 8 Pass
## 364                                                                                                                                                                                             E 250
## 365                                                                                                                                                                                   E 250 Cargo Van
## 366                                                                                                                                                                                E 250 Extended Van
## 367                                                                                                                                                                                  E 250 Super Duty
## 368                                                                                                                                                                            E 250 Super Duty Cargo
## 369                                                                                                                                                                       E 250 Wheelchair Conversion
## 370                                                                                                                                                                              E 250 Wheelchair Van
## 371                                                                                                                                                                           E 250 Xlt Econoline Van
## 372                                                                                                                                                                                             E 350
## 373                                                                                                                                                                                E 350 1 Ton Dually
## 374                                                                                                                                                                E 350 12 Foot Stepvan 17 000 Miles
## 375                                                                                                                                                                               E 350 4x4 Quadravan
## 376                                                                                                                                                                                   E 350 Ambulance
## 377                                                                                                                                                                                   E 350 Box Truck
## 378                                                                                                                                                                             E 350 Church Camp Bus
## 379                                                                                                                                                                                  E 350 Club Wagon
## 380                                                                                                                                                                                   E 350 Econoline
## 381                                                                                                                                                                                         E 350 Ext
## 382                                                                                                                                                                          E 350 Extended Cargo Van
## 383                                                                                                                                                                                    E 350 High Top
## 384                                                                                                                                                                               E 350 Knapheide Kuv
## 385                                                                                                                                                                               E 350 Passenger Van
## 386                                                                                                                                                                     E 350 Passenger Van Only 34km
## 387                                                                                                                                                                 E 350 Sd Extended Bucket Boom Van
## 388                                                                                                                                                                            E 350 Stand Up Box Van
## 389                                                                                                                                                                                  E 350 Super Duty
## 390                                                                                                                                                                                E 350 Turbo Diesel
## 391                                                                                                                                                                                          E 350 Xl
## 392                                                                                                                                                                               E 350 Xl Super Duty
## 393                                                                                                                                                                                         E 350 Xlt
## 394                                                                                                                                                                             E 350 Xlt 12 Pass Van
## 395                                                                                                                                                                           E 350 Xlt Econoline Van
## 396                                                                                                                                                                                           E 350sd
## 397                                                                                                                                                                                             E 450
## 398                                                                                                                                                                                       E 450 18 Ft
## 399                                                                                                                                                                        E 450 Cutaway E 450 Sd Drw
## 400                                                                                                                                                                                E 450 Delivery Box
## 401                                                                                                                                                                            E 450 Galvan Universal
## 402                                                                                                                                                                                  E 450 Super Duty
## 403                                                                                                                                                                                  E 450 Turtle Top
## 404                                                                                                                                                                                           E 450sd
## 405                                                                                                                                                                                          E Series
## 406                                                                                                                                                                                    E Series Cargo
## 407                                                                                                                                                                                  E Series Cargo  
## 408                                                                                                                                                                              E Series Cargo E 150
## 409                                                                                                                                                                              E Series Cargo E 250
## 410                                                                                                                                                                              E Series Cargo E 350
## 411                                                                                                                                                                           E Series Cargo E 350 Sd
## 412                                                                                                                E Series Cargo E 350 Sd 132k    Diesel    Power Stroke 6 0l Diesel Turbo Cargo Van
## 413                                                                                                                                                                       E Series Cargo E350 Super D
## 414                                                                                                                                                                                E Series Cargo Van
## 415                                                                                                                                                                                  E Series Chassis
## 416                                                                                                                                                                      E Series Chassis 14 Feet Box
## 417                                                                                                                                                                            E Series Chassis E 350
## 418                                                                                                                                                                         E Series Chassis E 350 Sd
## 419                                                                                                                                                                            E Series Chassis E 450
## 420                                                                                                                                                                         E Series Chassis E 450 Sd
## 421                                                                                                                                                              E Series Chassis Gulfstream Conquest
## 422                                                                                                                                                                                  E Series Cutaway
## 423                                                                                                                                                                        E Series Cutaway E 450 Drw
## 424                                                                                                                                                                                    E Series E 250
## 425                                                                                                                                                                             E Series E 350 Sd Bus
## 426                                                                                                                                                                                      E Series Van
## 427                                                                                                                                                            E Series Van    High Roof   Wheelchair
## 428                                                                                                                                                                                E Series Van E 150
## 429                                                                                                                                                                                E Series Van E 250
## 430                                                          E Series Van E 250 Class B Conversion Camper Rv Van Class B Motorhome Campervan High Roof Rv Camper Van  Motorhome Great Service History
## 431                                                                                                                                                                       E Series Van E 350 Sd Exten
## 432                                                                                                                                                                      E Series Van E 450 Gas Motor
## 433                                                                                                                                             E Series Van E450 Dually Box Van Cube Van 7 5l V8 Gas
## 434                                                                                              E Series Van Universal By Glaval Designer Luxury Series Conversion Leather 16  Dvd Limo Lighting Bed
## 435                                                                                                                                                                                    E Series Wagon
## 436                                                                                                                                                                              E Series Wagon E 150
## 437                                                                                                                                                                           E Series Wagon E 150 Xl
## 438                                                                                                                                                                              E Series Wagon E 350
## 439                                                                                                                                                                        E Series Wagon E 350 Sd Xl
## 440                                                                                                                                                                                      E Super Duty
## 441                                                                                                                                                                                             E Van
## 442                                                                                                                                                                                              E100
## 443                                                                                                                                                                                E100 Econoline Van
## 444                                                                                                                                                                                              E150
## 445                                                                                                                                                                                        E150 Cargo
## 446                                                                                                                                                                                    E150 Cargo Van
## 447                                                                                                                                                                                      E150 Chateau
## 448                                                                                                                                                                               E150 Conversion Van
## 449                                                                                                                                                                                    E150 Econoline
## 450                                                                                                                                                                         E150 Econoline Conversion
## 451                                                                                                                                                                                E150 Econoline Van
## 452                                                                                                                                                                                 E150 Handicap Van
## 453                                                                                                                                                                         E150 Super Duty Passenger
## 454                                                                                                                                                                                          E150 Van
## 455                                                                                                                                                                           E150 Xl Passenger Cargo
## 456                                                                                                                                                                              E200 A Econoline Van
## 457                                                                                                                                                                                              E250
## 458                                                                                                                                                                            E250 3 4 Ton Cargo Van
## 459                                                                                                                                                                                        E250 Cargo
## 460                                                                                                                                                                                   E250 Cargo Vaan
## 461                                                                                                                                                                                    E250 Cargo Van
## 462                                                                                                                                                                                E250 Cargo Van Ext
## 463                                                                                                                                                                               E250 Conversion Van
## 464                                                                                                                                                                                    E250 Econoline
## 465                                                                                                                                                                          E250 Econoline Cargo Van
## 466                                                                                                                                                                                E250 Econoline Van
## 467                                                                                                                                                                                     E250 Extended
## 468                                                                                                                                                                                      E250 Hightop
## 469                                                                                                                                                                                   E250 Super Duty
## 470                                                                                                                                                                             E250 Super Duty Cargo
## 471                                                                                                                                                                                      E250 V6 4 9l
## 472                                                                                                                                                                                          E250 Van
## 473                                                                                                                                                                                         E250 Vans
## 474                                                                                                                                                                                              E350
## 475                                                                                                                                                                                E350 12  Box Truck
## 476                                                                                                                                                                                  E350 12  Box Van
## 477                                                                                                                                                                             E350 12 Passenger Van
## 478                                                                                                                                                                             E350 14 Passenger Van
## 479                                                                                                                                                                             E350 15 Passenger Van
## 480                                                                                                                                                                               E350 16ft Box Truck
## 481                                                                                                                                                               E350 16ft Cutaway Box Loading Ramp 
## 482                                                                                                                                                                     E350 4500 3500 Savana Express
## 483                                                                                                                                                                                    E350 Ambulance
## 484                                                                                                                                                                                          E350 Box
## 485                                                                                                                                                                                      E350 Box 10 
## 486                                                                                                                                                                                    E350 Box Truck
## 487                                                                                                                                                                                      E350 Box Van
## 488                                                                                                                                                                                       E350 Bucket
## 489                                                                                                                                                                                   E350 Bucket Van
## 490                                                                                                                                                                                          E350 Bus
## 491                                                                                                                                                                                    E350 Cargo Van
## 492                                                                                                                                                                               E350 Cargo Van E250
## 493                                                                                                                                                                       E350 Club Wagon 150 4runner
## 494                                                                                                                                                                          E350 Club Wagon Extended
## 495                                                                                                                                                                                      E350 Cutaway
## 496                                                                                                                                                                            E350 Cutaway Box Truck
## 497                                                                                                                                                                                  E350 Cutaway Bus
## 498                                                                                                                                                                       E350 Cutaway Wheelchair Van
## 499                                                                                                                                                                                       E350 Deisel
## 500                                                                                                                                                                                    E350 Econoline
## 501                                                                                                                                                                              E350 Econoline Cargo
## 502                                                                                                                                                                                E350 Econoline Van
## 503                                                                                                                                                                        E350 Elkhart Shuttle Coach
## 504                                                                                                                                                                          E350 Extended Club Wagon
## 505                                                                                                                                                                                 E350 Handicap Van
## 506                                                                                                                                                                          E350 High Roof Cargo Van
## 507                                                                                                                                                                                E350 Passenger Van
## 508                                                                                                                                                                       E350 Passenger Van Extended
## 509                                                                                                                                                                                           E350 Sd
## 510                                                                                                                                                                             E350 Sd Ext Cargo Van
## 511                                                                                                                                                                        E350 Sd Extended Cargo Van
## 512                                                                                                                                                                        E350 Sd Xlt Extended Wagon
## 513                                                                                                                                                                                  E350 Shuttle Bus
## 514                                                                                                                                                                                          E350 Slt
## 515                                                                                                                                                                        E350 Starcraft Shuttle Bus
## 516                                                                                                                                                                                   E350 Super Duty
## 517                                                                                                                                                                             E350 Super Duty Cargo
## 518                                                                                                                                                                           E350 Super Duty Cutaway
## 519                                                                                                                                                                               E350 Super Duty Van
## 520                                                                                                                                                                                    E350 Superduty
## 521                                                                                                                                                                                          E350 Van
## 522                                                                                                                                                                        E350 Van Xlt  15 Passenger
## 523                                                                                                                                                                       E350 Wheelchair Passanger V
## 524                                                                                                                                                                               E350 Wheelchair Van
## 525                                                                                                                                                                            E350 Xl Ext 6 Pass Van
## 526                                                                                                                                                                                          E350 Xlt
## 527                                                                                                                                                                               E350 Xlt Club Wagon
## 528                                                                                                                                                                               E350 Xlt Super Duty
## 529                                                                                                                                                                                            E350sd
## 530                                                                                                                                                                                    E35o Econoline
## 531                                                                                                                                                                                              E450
## 532                                                                                                                                                                            E450 14 Foot Box Truck
## 533                                                                                                                                                                                   E450 25pass Bus
## 534                                                                                                                                                                         E450 Azure Hybrid Shuttle
## 535                                                                                                                                                                                          E450 Bus
## 536                                                                                                                                                                                     E450 Cube Van
## 537                                                                                                                                                                                         E450 E350
## 538                                                                                                                                                                                         E450 Limo
## 539                                                                                                                                                                                E450 Passenger Bus
## 540                                                                                                                                                                                  E450 Shuttle Bus
## 541                                                                                                                                                                                     E450 Step Van
## 542                                                                                                                                                                                   E450 Super Duty
## 543                                                                                                                                                                               E450 Super Duty Bus
## 544                                                                                                                                                                           E450 Super Duty Cutaway
## 545                                                                                                                                                                            E450 Super Duty Diesel
## 546                                                                                                                                                                               E450 Wheelchair Van
## 547                                                                                                                                                                                            Eacape
## 548                                                                                                                                                                                             Ecape
## 549                                                                                                                                                                                     Ecape Limited
## 550                                                                                                                                                                                         Echosport
## 551                                                                                                                                                                                          Ecnoline
## 552                                                                                                                                                                                               Eco
## 553                                                                                                                                                                                         Eco Sport
## 554                                                                                                                                                                                           Ecoline
## 555                                                                                                                                                                                      Ecoline E250
## 556                                                                                                                                                                                  Ecoline Van E350
## 557                                                                                                                                                                                       Econline E3
## 558                                                                                                                                                                                  Econoine 250 Van
## 559                                                                                                                                                                                         Econoline
## 560                                                                                                                                                                                     Econoline 150
## 561                                                                                                                                                                                     Econoline 350
## 562                                                                                                                                                                                     Econoline 450
## 563                                                                                                                                                                                   Econoline Cargo
## 564                                                                                                                                                                               Econoline Cargo Van
## 565                                                                                                                                                          Econoline Cargo Van E 250 Ext Commercial
## 566                                                                                                                                                                          Econoline Cargo Work Van
## 567                                                                                                                                                                              Econoline Commercial
## 568                                                                                                                                                                        Econoline Commercial Cutaw
## 569                                                                                                                                                                      Econoline Commercial Cutaway
## 570                                                                                                                                                                          Econoline Conversion Van
## 571                                                                                                                                                                                 Econoline Cutaway
## 572                                                                                                                                                                                   Econoline E 150
## 573                                                                                                                                                                         Econoline E 150 Cargo Van
## 574                                                                                                                                                                                   Econoline E 250
## 575                                                                                                                                                                         Econoline E 250 Cargo Van
## 576                                                                                                                                                                        Econoline E 250 Rwd One Ow
## 577                                                                                                                                                                                  Econoline E 2500
## 578                                                                                                                                                                                   Econoline E 350
## 579                                                                                                                                                                               Econoline E 350 Xlt
## 580                                                                                                                                                                                   Econoline E 450
## 581                                                                                                                                                                                    Econoline E150
## 582                                                                                                                                                                          Econoline E150 Cargo Van
## 583                                                                                                                                                                                    Econoline E250
## 584                                                                                                                                                                          Econoline E250 Cargo Van
## 585                                                                                                                                                                            Econoline E250 Van Cng
## 586                                                                                                                                                                                    Econoline E350
## 587                                                                                                                                                                          Econoline E350 Superduty
## 588                                                                                                                                                                            Econoline E450 Cutaway
## 589                                                                                                                                                                            Econoline Extended Van
## 590                                                                                                                                                                                      Econoline Sw
## 591                                                                                                                                                                                     Econoline Van
## 592                                                                                                                                                                                   Econoline Wagon
## 593                                                                                                                                                                               Econoline Wagon Xlt
## 594                                                                                                                                                                                      Econoline450
## 595                                                                                                                                                                                          Ecosport
## 596                                                                                                                                                                                        Ecosport S
## 597                                                                                                                                                                              Ecosport S Automatic
## 598                                                                                                                                                                       Ecosport S Sport Utility 4d
## 599                                                                                                                                                                                       Ecosport Se
## 600                                                                                                                                                                                   Ecosport Se 4x4
## 601                                                                                                                                                              Ecosport Se Fwd W  Sunroof Automatic
## 602                                                                                                                                                                         Ecosport Se Sport Utility
## 603                                                                                                                                                                                   Ecosport Se Suv
## 604                                                                                                                                                                                      Ecosport Ses
## 605                                                                                                                                                                                  Ecosport Ses 4wd
## 606                                                                                                                                                                        Ecosport Ses Sport Utility
## 607                                                                                                                                                                                 Ecosport Titanium
## 608                                                                                                                                                                             Ecosport Titanium 4wd
## 609                                                                                                                                                                             Ecosport Titanium 4x4
## 610                                                                                                                                                                             Ecosport Titanium Awd
## 611                                                                                                                                                                             Ecosport Titanium Fwd
## 612                                                                                                                                                                           Ecosport Titanium Sport
## 613                                                                                                                                                                             Ecosport Titanium Suv
## 614                                                                                                                                                                                              Edge
## 615                                                                                                                   Edge $270 Month  $1000 Down Nav  Htd Seats  0 Accidents $1000 Down  $270 Month 
## 616                                                                                                                                                                              Edge 4dr Limited Awd
## 617                                                                                                                                                                              Edge 4dr Limited Fwd
## 618                                                                                                                                                                                       Edge 4dr Se
## 619                                                                                                                                                                                   Edge 4dr Se Fwd
## 620                                                                                                                                                                                      Edge 4dr Sel
## 621                                                                                                                                                                                  Edge 4dr Sel Awd
## 622                                                                                                                                                                                  Edge 4dr Sel Fwd
## 623                                                                                                                                                                                Edge 4dr Sport Awd
## 624                                                                                                                                                                                      Edge 4wd Sel
## 625                                                                                                                                                                                          Edge Awd
## 626                                                                                                                                                                                  Edge Awd Sel Suv
## 627                                                                                                                                                                                    Edge Crossover
## 628                                                                                                                                                                                     Edge Ecoboost
## 629                                                                                                                                                                                      Edge Limited
## 630                                                                                                                                                                         Edge Limited 4dr Crossove
## 631                                                                                                                                                                                  Edge Limited Awd
## 632                                                                                                                                                                          Edge Limited Edition Awd
## 633                                                                                                                                                                                  Edge Limited Fwd
## 634                                                                                                                                                                                  Edge Limited Sel
## 635                                                                                                                                                                                          Edge Ltd
## 636                                                                                                                                                                                        Edge R4515
## 637                                                                                                                                                                                           Edge Se
## 638                                                                                                                                                                        Edge Se  Back Up Cam Ecobo
## 639                                                                                                                                                                Edge Se 74k Ecoboost Backup Camera
## 640                                                                                                                                                                                 Edge Se Automatic
## 641                                                                                                                                                                                       Edge Se Awd
## 642                                                                                                                                                                                       Edge Se Fwd
## 643                                                                                                                                                                          Edge Se Sport Utility 4d
## 644                                                                                                                                                                                       Edge Se Suv
## 645                                                                                                                                                                                          Edge Sel
## 646                                                                                                                                                                                     Edge Sel 2 7l
## 647                                                                                                                                                                            Edge Sel 4dr Crossover
## 648                                                                                                                                                                                Edge Sel Automatic
## 649                                                                                                                                                                                      Edge Sel Awd
## 650                                                                                                                                                                         Edge Sel Awd Gas Suv Auto
## 651                                                                                                          Edge Sel Awd Leather 22k Miles Ecoboost Navi Camera Power Fold Rear Seats Lane Departure
## 652                                                                                                                                                                                Edge Sel Crossover
## 653                                                                                                                                                                                Edge Sel Eco Boost
## 654                                                                                                                                                                                      Edge Sel Fwd
## 655                                                                                                                                                                         Edge Sel Fwd Gas Suv Auto
## 656                                                                                                                                                                                     Edge Sel Plus
## 657                                                                                                                                                                                 Edge Sel Plus Awd
## 658                                                                                                                                                                       Edge Sel Plus Awd 4dr Cross
## 659                                                                                                                                                                         Edge Sel Sport Utility 4d
## 660                                                                                                                                                                                      Edge Sel Suv
## 661                                                                                                                                                                                    Edge Sel Turbo
## 662                                                                                                                                                                             Edge Sel Vista Roof  
## 663                                                                                                                                                                                   Edge Select Awd
## 664                                                                                                                                                                                          Edge Sle
## 665                                                                                                                                                                                        Edge Sport
## 666                                                                                                                                                                                    Edge Sport Awd
## 667                                                                                                                                                                       Edge Sport Awd Gas Suv Auto
## 668                                                                                                                                                                                Edge Sport Edition
## 669                                                                                                                                                                                 Edge Sport Suv 4d
## 670                                                                                                                                                                                           Edge St
## 671                                                                                                                                                                                      Edge St Line
## 672                                                                                                                                                                                     Edge Titanium
## 673                                                                                                                                                                           Edge Titanium Automatic
## 674                                                                                                                                                                                 Edge Titanium Awd
## 675                                                                                                                                                         Edge Titanium Awd  W  Leather  Navigation
## 676                                                                                                                                                                             Edge Titanium Awd 4dr
## 677                                                                                                                                                                         Edge Titanium Awd Gas Suv
## 678                                                                                                                                                                       Edge Titanium Sport Utility
## 679                                                                                                                                                                                 Edge Titanium Suv
## 680                                                                                                                                                                                  Edgetitanium Awd
## 681                                                                                                                                                                                             Edsel
## 682                                                                                                                                                                                              Egde
## 683                                                                                                                                                                                             Ei 50
## 684                                                                                                                                                                                        Elantra Se
## 685                                                                                                                                                                                             Eldor
## 686                                                                                                                                                                                             Elite
## 687                                                                                                                                                                                          Eonoline
## 688                                                                                                                                                                                             Esape
## 689                                                                                                                                                                                            Escape
## 690                                                                                                                                                                                    Escape 2014 Se
## 691                                                                                                                                                                        Escape 4dr 103 Wb Xlt Choi
## 692                                                                                                                                                                           Escape 4dr 3 0l Xlt 4wd
## 693                                                                                                                                                                                     Escape 4dr Se
## 694                                                                                                                                                                                        Escape 4wd
## 695                                                                                                                                                                        Escape 4wd 4dr I4 Auto Xls
## 696                                                                                                                                                                            Escape 4wd 4dr Limited
## 697                                                                                                                                                                                 Escape 4wd 4dr Se
## 698                                                                                                                                                                                Escape 4wd 4dr Sel
## 699                                                                                                                                                                           Escape 4wd 4dr Titanium
## 700                                                                                                                                                                                Escape 4wd 4dr Xlt
## 701                                                                                                                                                                               Escape 4wd Limited 
## 702                                                                                                                                                                                        Escape 4x4
## 703                                                                                                                                                                                Escape 4x4 Limited
## 704                                                                                                                                                                                    Escape 4x4 Xlt
## 705                                                                                                                                                                                        Escape Awd
## 706                                                                                                                                                                                   Escape Ecoboost
## 707                                                                                                                                                                                Escape Eddie Bower
## 708                                                                                                                                                                             Escape Equinox Murano
## 709                                                                                                                                                                                  Escape Fwd 4dr S
## 710                                                                                                                                                                                 Escape Fwd 4dr Se
## 711                                                                                                                                                                           Escape Fwd 4dr Titanium
## 712                                                                                                                                                                                        Escape Hev
## 713                                                                                                                                                                                     Escape Hybrid
## 714                                                                                                                                                                                 Escape Hybrid 4wd
## 715                                                                                                                                                                                 Escape Hybrid 4x4
## 716                                                                                                                                                                                 Escape Hybrid Awd
## 717                                                                                                                                                                             Escape Hybrid Limited
## 718                                                                                                                                                                                    Escape Limited
## 719                                                                                                                                                                            Escape Limited 4dr Suv
## 720                                                                                                                                                                                Escape Limited 4wd
## 721                                                                                                                                                                                Escape Limited 4x4
## 722                                                                                                                                                                                Escape Limited Awd
## 723                                                                                                                                                                        Escape Limited Awd 4dr Suv
## 724                                                                                                                                                              Escape Limited Fwd 6 Speed Automatic
## 725                                                                                                                                                                         Escape Limited Hybrid 4wd
## 726                                                                                                                                                                            Escape Limited Xlt 4wd
## 727                                                                                                                                                                                        Escape Ltd
## 728                                                                                                                                                                            Escape Mariner Equinox
## 729                                                                                                                                                                             Escape Murano Sorento
## 730                                                                                                                                                                                      Escape R4467
## 731                                                                                                                                                                                      Escape R4500
## 732                                                                                                                                                                                      Escape R4510
## 733                                                                                                                                                                                      Escape R4525
## 734                                                                                                                                                                                      Escape R4529
## 735                                                                                                                                                                                          Escape S
## 736                                                                                                                                                                                  Escape S 4dr Suv
## 737                                                                                                                                                                                      Escape S Fwd
## 738                                                                                                                                                                         Escape S Fwd Gas Suv Auto
## 739                                                                                                                                                                         Escape S Sport Utility 4d
## 740                                                                                                                                                                                         Escape Se
## 741                                                                                                                                         Escape Se   Awd   3 Months   3 000 Miles Limited Warranty
## 742                                                                                                                                                                                    Escape Se  4wd
## 743                                                                                                                                                                        Escape Se  Back Up Cam Eco
## 744                                                                                                                                                                             Escape Se  Ecoboost  
## 745                                                                                                                                                                                     Escape Se 4wd
## 746                                                                                                                                                                                     Escape Se 4x4
## 747                                                                                                                                                                        Escape Se 4x4 Gas Suv Auto
## 748                                                                                                                                                                               Escape Se Automatic
## 749                                                                                                                                                                                     Escape Se Awd
## 750                                                                                                                                           Escape Se Awd 65k 1 Owner New Tires Tow Pkg Camera Sync
## 751                                                                                                                                         Escape Se Awd 68k Ml 1owner New Tirew Well Maint Clean   
## 752                                                                                                                                                                            Escape Se Awd Titanium
## 753                                                                                                                                                                               Escape Se Eco Boost
## 754                                                                                                                                                                           Escape Se Ecobooost Awd
## 755                                                                                                                                                                                Escape Se Ecoboost
## 756                                                                                                                                                                   Escape Se Ecoboost I4 Turbo Fwd
## 757                                                                                                                                                                                     Escape Se Fwd
## 758                                                                                                                                                                        Escape Se Fwd Gas Suv Auto
## 759                                                                                                                                                                                   Escape Se Sport
## 760                                                                                                                                                                                  Escape Se Sport 
## 761                                                                                                                                                                            Escape Se Sport Suv 4d
## 762                                                                                                                                                                           Escape Se Sport Utility
## 763                                                                                                                                                                        Escape Se Sport Utility 4d
## 764                                                                                                                                                                                     Escape Se Suv
## 765                                                                                                                                                                                        Escape Sel
## 766                                                                                                                                                                                    Escape Sel 4wd
## 767                                                                                                                                                                                    Escape Sel 4x4
## 768                                                                                                                                                                       Escape Sel 4x4 Gas Suv Auto
## 769                                                                                                                                                                        Escape Sel All Wheel Drive
## 770                                                                                                                                                                              Escape Sel Automatic
## 771                                                                                                                                                                                    Escape Sel Awd
## 772                                                                                                                                                                       Escape Sel Awd Gas Suv Auto
## 773                                                                                                                                                                               Escape Sel Ecoboost
## 774                                                                                                                                                                       Escape Sel Fwd Gas Suv Auto
## 775                                                                                                                                                                       Escape Sel Sport Utility 4d
## 776                                                                                                                                                                                    Escape Sel Suv
## 777                                                                                                                                                                                      Escape Sport
## 778                                                                                                                                                                                   Escape Suv Cars
## 779                                                                                                                                                                                         Escape Sw
## 780                                                                                                                                                                                   Escape Titanium
## 781                                                                                                                                                                               Escape Titanium 4wd
## 782                                                                                                                                                                Escape Titanium 4wd  W  Navigation
## 783                                                                                                                                                                               Escape Titanium 4x4
## 784                                                                                                                                                                       Escape Titanium 4x4 Gas Suv
## 785                                                                                                                                                                         Escape Titanium Automatic
## 786                                                                                                                                                                               Escape Titanium Awd
## 787                                                                                                                                                                               Escape Titanium Fwd
## 788                                                                                                                                                                       Escape Titanium Fwd Gas Suv
## 789                                                                                                                                                                             Escape Titanium Sport
## 790                                                                                                                                                                               Escape Titanium Suv
## 791                                                                                                                                                                                        Escape Xls
## 792                                                                                                                                                                                    Escape Xls 4x4
## 793                                                                                                                                                                                    Escape Xls Awd
## 794                                                                                                                                                                       Escape Xls Value 4wd 4dr Su
## 795                                                                                                                                                                                        Escape Xlt
## 796                                                                                                                                                                                    Escape Xlt 2wd
## 797                                                                                                                                                                                    Escape Xlt 4wd
## 798                                                                                                                                                                                    Escape Xlt 4x4
## 799                                                                                                                                                                                    Escape Xlt Awd
## 800                                                                                                                                                                                 Escape Xlt Awd V6
## 801                                                                                                                                                                                 Escape Xlt Awdsuv
## 802                                                                                                                                                                                 Escape Xlt Choice
## 803                                                                                                                                                                                    Escape Xlt Fwd
## 804                                                                                                                                                                                  Escape Xlt Sport
## 805                                                                                                                                                                              Escape Xlt Sport 4wd
## 806                                                                                                                                                                           Escape Xlt Sport Suv 4d
## 807                                                                                                                                                                                     Escape Xlt V6
## 808                                                                                                                                                                                    Escapre Hybrid
## 809                                                                                                                                                                                            Escort
## 810                                                                                                                                                                                         Escort Lx
## 811                                                                                                                                                                                   Escort Lx Sedan
## 812                                                                                                                                                                                   Escort Lx Wagon
## 813                                                                                                                                                                                         Escort Se
## 814                                                                                                                                                                              Escort Station Wagon
## 815                                                                                                                                                                                        Escort Xz2
## 816                                                                                                                                                                                        Escort Zx2
## 817                                                                                                                                                                             Escort Zx2 Cool Coupe
## 818                                                                                                                                                                                         Esdge Sel
## 819                                                                                                                                                                                               Etc
## 820                                                                                                                                                                                        Excape Xlt
## 821                                                                                                                                                                                         Excursion
## 822                                                                                                                                                                                    Excursion 2005
## 823                                                                                                                                                                                     Excursion 4x4
## 824                                                                                                                                               Excursion 4x4 Limited 6 8l V10 Gas Loaded Low Miles
## 825                                                                                                                                                                                     Excursion 7 3
## 826                                                                                                                                                                             Excursion 7 3 Limited
## 827                                                                                                                                                                                    Excursion 7 3l
## 828                                                                                                                                                                                  Excursion Diesel
## 829                                                                                                                                                                          Excursion Diesel Limited
## 830                                                                                                                                                                             Excursion Eddie Bauer
## 831                                                                                                                                       Excursion Eddie Bauer Only 81k Leather 3 Row Seating Loaded
## 832                                                                                                                                                                                 Excursion Limited
## 833                                                                                                                                    Excursion Limited 129k Miles 6 8l V10 3rd Row Seat Leather Rwd
## 834                                                                                                                                                                             Excursion Limited 4x4
## 835                                                              Excursion Limited 55k Miles 1 Owner Diesel Rust Free Collector Quality Like New In Out All Original New Wheels   Tires Unicorn Alert
## 836                                                                                                                                                                                  Excursion Lmited
## 837                                                                                                                                                                                     Excursion Ltd
## 838                                                                                                                                                                         Excursion Powerstroke 4wd
## 839                                                                                                                                                                                     Excursion Xlt
## 840                                                                                                                                                                                 Excursion Xlt 4wd
## 841                                                                                                                                                                                 Excursion Xlt 4x4
## 842                                                                                                                                                                        Excursion Xlt Sport Utilit
## 843                                                                                                                                                                                 Excursion Xlt Suv
## 844                                                                                                                                                                                         Excusrion
## 845                                                                                                                                                                                          Exolorer
## 846                                                                                                                                                                                     Expadition El
## 847                                                                                                                                                                                        Expedetion
## 848                                                                                                                                                                                        Expedition
## 849                                                                                                                                                                        Expedition 2wd 4dr Limited
## 850                                                                                                                                                                                Expedition 2wd Ffv
## 851                                                                                                                                                                                    Expedition 4wd
## 852                                                                                                                                                                                    Expedition 4x4
## 853                                                                                                                                                                        Expedition 4x4 Eddie Bauer
## 854                                                                                                                                                                        Expedition 5 4l Eddie Baue
## 855                                                                                                                                                                           Expedition 5 4l Xlt 4wd
## 856                                                                                                                                                                                  Expedition Eddie
## 857                                                                                                                                                                            Expedition Eddie Bauer
## 858                                                                                                                                                                        Expedition Eddie Bauer 4dr
## 859                                                                                                                                                                        Expedition Eddie Bauer 4wd
## 860                                                                                                                                                                        Expedition Eddie Bauer 4x4
## 861                                                                                                                                                                         Expedition Eddie Bauer4x4
## 862                                                                                                                                                                                     Expedition El
## 863                                                                                                                                                                       Expedition El   Eddie Bauer
## 864                                                                                                                                                                         Expedition El Eddie Bauer
## 865                                                                                                                                                                  Expedition El Eddie Bauer V8 4x4
## 866                                                                                                                                                                          Expedition El King Ranch
## 867                                                                                                                                                                             Expedition El Limited
## 868                                                                                                                                                                         Expedition El Limited 4wd
## 869                                                                                                                                                                         Expedition El Limited 4x4
## 870                                                                                                                                                                         Expedition El Limited Dvd
## 871                                                                                                                                                                       Expedition El Limited Sport
## 872                                                                                                                                                                                 Expedition El Ltd
## 873                                                                                                                                                                              Expedition El Xl 4x4
## 874                                                                                                                                                                                 Expedition El Xlt
## 875                                                                                                                                                                             Expedition El Xlt 4x4
## 876                                                                                                                                                                         Expedition El Xlt 4x4 Gas
## 877                                                                                                                                                                             Expedition King Ranch
## 878                                                                                                                                                                         Expedition King Ranch 2wd
## 879                                                                                                                                                                         Expedition King Ranch 4wd
## 880                                                                                                                                                                         Expedition King Ranch 4x4
## 881                                                                                                                                                                                      Expedition L
## 882                                                                                                                                                                                Expedition Limited
## 883                                                                                                                                                                            Expedition Limited 4x2
## 884                                                                                                                                                                            Expedition Limited 4x4
## 885                                                                                                                                                                        Expedition Limited 4x4 3 5
## 886                                                                                                                                                                        Expedition Limited 4x4 Gas
## 887                                                                                                                                                                      Expedition Limited Automatic
## 888                                                                                                                                                                            Expedition Limited Awd
## 889                                                                                                                                                                             Expedition Limited El
## 890                                                                                                                                                                            Expedition Limited Rsc
## 891                                                                                                                                                                          Expedition Limited Sport
## 892                                                                                                                                                                                 Expedition Loaded
## 893                                                                                                                                                                                    Expedition Ltd
## 894                                                                                                                                                                                    Expedition Max
## 895                                                                                                                                                                                Expedition Max 4x4
## 896                                                                                                                                                                            Expedition Max Limited
## 897                                                                                                                                                                        Expedition Max Limited 4wd
## 898                                                                                                                                                                        Expedition Max Limited 4x4
## 899                                                                                                                                                                       Expedition Max Platinum 4x4
## 900                                                                                                                                                                                Expedition Max Xlt
## 901                                                                                                                                                                        Expedition Max Xlt 4x4 Gas
## 902                                                                                                                                                                               Expedition Platinum
## 903                                                                                                                                                                        Expedition Platinum  3rd R
## 904                                                                                                                                                                           Expedition Platinum 4x4
## 905                                                                                                                                                                       Expedition Platinum 4x4 Gas
## 906                                                                                                                                                                                    Expedition Ssv
## 907                                                                                                                                                                                    Expedition Suv
## 908                                                                                                                                                                                     Expedition Xl
## 909                                                                                                                                                                                 Expedition Xl 4x4
## 910                                                                                                                                                                               Expedition Xl Fleet
## 911                                                                                                                                                                             Expedition Xl Xlt 4x4
## 912                                                                                                                                                                                    Expedition Xlt
## 913                                                                                                                                                                            Expedition Xlt 3rd Row
## 914                                                                                                                                                                            Expedition Xlt 4dr Xlt
## 915                                                                                                                                                                            Expedition Xlt 4wd Suv
## 916                                                                                                                                                                                Expedition Xlt 4x4
## 917                                                                                                                                                                        Expedition Xlt 4x4 Gas Suv
## 918                                                                                                                                                                        Expedition Xlt 4x4 Limited
## 919                                                                                                                                                                            Expedition Xlt 4x4 Suv
## 920                                                                                                                                                                          Expedition Xlt Automatic
## 921                                                                                                                                                                         Expedition Xlt Back Up Ca
## 922                                                                                                                                                                         Expedition Xlt Extra Long
## 923                                                                                                                                                                                Expedition Xlt Fx4
## 924                                                                                                                                                                              Expedition Xlt Sport
## 925                                                                                                                                                                                Expedition Xlt Suv
## 926                                                                                                                                                                                    Expedition+Max
## 927                                                                                                                                                                                 Expediton Xlt 4x4
## 928                                                                                                                                                                                         Expedtion
## 929                                                                                                                                                                            Expetion El Eddie Baur
## 930                                                                                                                                                                                        Expidition
## 931                                                                                                                                                                                    Expidition 4wd
## 932                                                                                                                                                                                           Explore
## 933                                                                                                                                                                                          Explorer
## 934                                                                                                                                                         Explorer 4dr 114  Wb 4 0l Eddie Bauer 4wd
## 935                                                                                                                                                                       Explorer 4dr 114 Wb Xls 4wd
## 936                                                                                                                                                                                      Explorer 4wd
## 937                                                                                                                                                                            Explorer 4wd 4dr 46 Km
## 938                                                                                                                                                                      Explorer 4wd 4dr Eddie Bauer
## 939                                                                                                                                                                              Explorer 4wd 4dr Xlt
## 940                                                                                                                                                                                   Explorer 4wd V6
## 941                                                                                                                                                                                      Explorer 4x4
## 942                                                                                                                                                                         Explorer 4x4 Gas Suv Auto
## 943                                                                                                                                                                                  Explorer 4x4 Xlt
## 944                                                                                                                                                                                       Explorer 95
## 945                                                                                                                                                                                      Explorer Awd
## 946                                                                                                                                                                                     Explorer Base
## 947                                                                                                                                                                         Explorer Durano Navigator
## 948                                                                                                                                                                              Explorer Eddie Bauer
## 949                                                                                                                                                              Explorer Eddie Bauer 4dr Eddie Bauer
## 950                                                                                                                                                                          Explorer Eddie Bauer 4wd
## 951                                                                                                                                                                          Explorer Eddie Bauer 4x4
## 952                                                                                                                                           Explorer Eddie Bauer 4x4 V8 4 6l Auto Leather Moon Roof
## 953                                                                                                                                                          Explorer Eddie Bauer Eddie Bauer 4dr Suv
## 954                                                                                                                                                                       Explorer Eddie Bauer Leathe
## 955                                                                                                                                                                             Explorer Fwd 4dr Base
## 956                                                                                                                                                                          Explorer Fwd 4dr Limited
## 957                                                                                                                                                                                   Explorer Hybrid
## 958                                                                                                                                                                           Explorer Hybrid Limited
## 959                                                                                                                                                                       Explorer Hybrid Limited Suv
## 960                                                                                                                                                                              Explorer Interceptor
## 961                                                                                                                                                                        Explorer Lim Nav Pana Roof
## 962                                                                                                                                                                                  Explorer Limited
## 963                                                                                                                                                                                 Explorer Limited 
## 964                                                                                                                                                                        Explorer Limited  Navi Cam
## 965                                                                                                                                                                          Explorer Limited 3rd Row
## 966                                                                                                                                                                              Explorer Limited 4wd
## 967                                                                                                                                                                              Explorer Limited 4x4
## 968                                                                                                                                                                          Explorer Limited 4x4 Gas
## 969                                                                                                                                                                        Explorer Limited Automatic
## 970                                                                                                                                                                              Explorer Limited Awd
## 971                                                                                                                                                          Explorer Limited Front Wheel Drive W 4x4
## 972                                                                                                                                                                              Explorer Limited Rwd
## 973                                                                                                                                                                            Explorer Limited Sport
## 974                                                                                                                                                                         Explorer Limited Sun Roof
## 975                                                                                                                                                                              Explorer Limited Suv
## 976                                                                                                                                                                                   Explorer Limted
## 977                                                                                                                                                                                      Explorer Ltd
## 978                                                                                                                                                                                   Explorer Ltd V8
## 979                                                                                                                                                                                   Explorer Luxury
## 980                                                                                                                                                                                 Explorer Platinum
## 981                                                                                                                                                                         Explorer Platinum 4dr Suv
## 982                                                                                                                                                                         Explorer Platinum 4x4 Gas
## 983                                                                                                                                                                             Explorer Platinum Awd
## 984                                                                                                                                                                                   Explorer Police
## 985                                                                                                                                                                       Explorer Police Interceptor
## 986                                                                                                                                                                                    Explorer R4507
## 987                                                                                                                                                                                    Explorer R4518
## 988                                                                                                                                                                                  Explorer Slt 4x4
## 989                                                                                                                                                                                    Explorer Sport
## 990                                                                                                                                                                           Explorer Sport   Loaded
## 991                                                                                                                                                                                Explorer Sport 4wd
## 992                                                                                                                                                                            Explorer Sport 4wd Suv
## 993                                                                                                                                                                                Explorer Sport 4x4
## 994                                                                                                                                                                        Explorer Sport 4x4 Gas Suv
## 995                                                                                                                                                                          Explorer Sport Automatic
## 996                                                                                                                                                                 Explorer Sport Awd  W  Navigation
## 997                                                                                                                                                                             Explorer Sport Suv 4d
## 998                                                                                                                                                                            Explorer Sport Suv 4wd
## 999                                                                                                                                                                               Explorer Sport Trac
## 1000                                                                                                                                                                       Explorer Sport Trac 4dr 12
## 1001                                                                                                                                                                      Explorer Sport Trac 4dr 126
## 1002                                                                                                                                                  Explorer Sport Trac 4dr 126  Wb 4wd Xlt Premium
## 1003                                                                                                                                                                          Explorer Sport Trac 4x4
## 1004                                                                                                                                                                      Explorer Sport Trac Limited
## 1005                                                                                                                                                                          Explorer Sport Trac Xls
## 1006                                                                                                                                                                          Explorer Sport Trac Xlt
## 1007                                                                                                                                                                      Explorer Sport Trac Xlt 4x4
## 1008                                                                                                                                                                             Explorer Sport Track
## 1009                                                                                                                                                                        Explorer Sport Utility 4d
## 1010                                                                                                                                                                               Explorer Sport Xlt
## 1011                                                                                                                                                                             Explorer Sports Trac
## 1012                                                                                                                                                                                Explorer Spt Trac
## 1013                                                                                                                                                                                      Explorer St
## 1014                                                                                                                                                                          Explorer St 4x4 Gas Suv
## 1015                                                                                                                                                                                     Explorer Suv
## 1016                                                                                                                                                              Explorer Suv 4x4 Police Interceptor
## 1017                                                                                                                                                                                   Explorer Tract
## 1018                                                                                                                                                                             Explorer V 8 Limited
## 1019                                                                                                                                                                                     Explorer Xls
## 1020                                                                                                                                                                             Explorer Xls 4dr Suv
## 1021                                                                                                                                                                                 Explorer Xls 4x4
## 1022                                                                                                                                                                                     Explorer Xlt
## 1023                                                                                                                                                                                Explorer Xlt  4wd
## 1024                                                                                                                                                                          Explorer Xlt  V8 4 6l  
## 1025                                                                                                                                                                        Explorer Xlt 3rd Row Back
## 1026                                                                                                                                                                             Explorer Xlt 4dr Xlt
## 1027                                                                                                                                                                                 Explorer Xlt 4wd
## 1028                                                                                                                                                                             Explorer Xlt 4wd Suv
## 1029                                                                                                                                                                                 Explorer Xlt 4x4
## 1030                                                                                                                                                                         Explorer Xlt 4x4 Gas Suv
## 1031                                                                                                                                                                           Explorer Xlt Automatic
## 1032                                                                                                                                                                                 Explorer Xlt Awd
## 1033                                                                                                                                                                             Explorer Xlt Awd Suv
## 1034                                                                                                                                                                                 Explorer Xlt Fwd
## 1035                                                                                                                                                                              Explorer Xlt Luxury
## 1036                                                                                                                                                                      Explorer Xlt Police Utility
## 1037                                                                                                                                                                       Explorer Xlt Sport Utility
## 1038                                                                                                                                                          Explorer Xlt Sport Utility 4d Automatic
## 1039                                                                                                                                                                                 Explorer Xlt Suv
## 1040                                                                                                                                                                         Explorer Xlt Xlt 4dr Suv
## 1041                                                                                                                                                                       Explorer Xlt Xlt 4dr Suv W
## 1042                                                                                                                                                                                        Explorere
## 1043                                                                                                                                                                                      Explorerxlt
## 1044                                                                                                                                                                                     Exploror Xlt
## 1045                                                                                                                                                                                 Exployer Limited
## 1046                                                                                                                                                                              Exployer Sport Trac
## 1047                                                                                                                                                                                          Explrer
## 1048                                                                                                                                                                                           F  150
## 1049                                                                                                                                                                                        F  150 Xl
## 1050                                                                                                                                                                                              F 1
## 1051                                                                                                                                                                                            F 100
## 1052                                                                                                                                                                                          F 100 `
## 1053                                                                                                                                                                                         F 100 ×2
## 1054                                                                                                                                                                                     F 100 Custom
## 1055                                                                                                                                                                                      F 100 Panel
## 1056                                                                                                                                                                                 F 100 Style Side
## 1057                                                                                                                                                                                      F 100 Truck
## 1058                                                                                                                                                                                            F 150
## 1059                                                                                                                                                                   F 150  King  Ranch  4wd  Turbo
## 1060                                                                              F 150 1 Owner  0 Accidents  Large Touchscreen Buckets  Keyless Entry  Backup Camera Bluetooth  Very Very Nice Truck
## 1061                                                                                                                                                                          F 150 2wd Super Cab Xl 
## 1062                                                                                                                                                                        F 150 2wd Supercab 145 Xl
## 1063                                                                                                                                                                              F 150 2wd Supercrew
## 1064                                                                                                                                                                      F 150 2wd Supercrew 145 Fx2
## 1065                                                                                                                                                                       F 150 2wd Supercrew 145 Xl
## 1066                                                                                                                                                                                 F 150 3 5l Turbo
## 1067                                                                                                                                                                                F 150 4 Dr Lariat
## 1068                                                                                                                                                                            F 150 4d Extended Cab
## 1069                                                                                                                                                                                    F 150 4dr 4x4
## 1070                                                                                                                                                                                        F 150 4wd
## 1071                                                                                                                                                                        F 150 4wd Lariat F150 4x4
## 1072                                                                                                                                                                              F 150 4wd Super Cab
## 1073                                                                                                                                                                       F 150 4wd Supercab 145  Xl
## 1074                                                                                                                                                                      F 150 4wd Supercab 145  Xlt
## 1075                                                                                                                                                                      F 150 4wd Supercab 163  Xlt
## 1076                                                                                                                                                                              F 150 4wd Supercrew
## 1077                                                                                                                                                                  F 150 4wd Supercrew 145  Lariat
## 1078                                                                                                                                                                F 150 4wd Supercrew 145  Platinum
## 1079                                                                                                                                                                     F 150 4wd Supercrew 145  Xlt
## 1080                                                                                                                                                                      F 150 4wd Supercrew 145 Pla
## 1081                                                                                                                                                                      F 150 4wd Supercrew 145 Svt
## 1082                                                                                                                                                                      F 150 4wd Supercrew 145 Xlt
## 1083                                                                                                                                                                     F 150 4wd Supercrew 150  Xlt
## 1084                                                                                                                                                                     F 150 4wd Supercrew 157  Fx4
## 1085                                                                                                                                                                     F 150 4wd Supercrew 157  Xlt
## 1086                                                                                                                                                                                        F 150 4x2
## 1087                                                                                                                                                                                        F 150 4x4
## 1088                                                                                                                                                                           F 150 4x4 3 5 Ecoboost
## 1089                                                                                                                                                                                   F 150 4x4 4 Dr
## 1090                                                                                                                                                                                 F 150 4x4 5 0 V8
## 1091                                                                                                                              F 150 4x4 5 0l V8 360hp 380ft  Lbs  Torque Super Crew Xlt One Owner
## 1092                                                                                                                                                                                 F 150 4x4 5 4 V8
## 1093                                                                                                                                                                               F 150 4x4 Crew 5 0
## 1094                                                                                                                                                                                 F 150 4x4 Lariet
## 1095                                                                                                                                                                              F 150 4x4 Sport Xlt
## 1096                                                                                                                                                                              F 150 4x4 Step Side
## 1097                                                                                                                                                                              F 150 4x4 Super Cab
## 1098                                                                                                                                                                          F 150 4x4 Super Cab Xlt
## 1099                                                                                                                                                                             F 150 4x4 Super Crew
## 1100                                                                                                                                                                         F 150 4x4 Super Crew Xlt
## 1101                                                                                                                                                                               F 150 4x4 Supercab
## 1102                                                                                                                                                                       F 150 4x4 Supercrew Pickup
## 1103                                                                                                                                                                                       F 150 7700
## 1104                                                                                                                                                                                      F 150 95 90
## 1105                                                                                                                                                                                         F 150 Ac
## 1106                                                                                                                                                                                 F 150 Access Cab
## 1107                                                                                                                                                                                      F 150 Black
## 1108                                                                                                                                                                                          F 150 C
## 1109                                                                                                                                                                                    F 150 Clubcab
## 1110                                                                                                                                                                            F 150 Crew 4x4 5 0 V8
## 1111                                                                                                                                                                            F 150 Crew 4x4 Lariat
## 1112                                                                                                                                                                                F 150 Crew 4x4 V8
## 1113                                                                                                                                                                                   F 150 Crew Cab
## 1114                                                                                                                                                                           F 150 Crew Cab Limited
## 1115                                                                                                                                                                               F 150 Crew Cab Xlt
## 1116                                                                                                                                                                           F 150 Crew Cab Xlt 4x4
## 1117                                                                                                                                                                         F 150 Crew Lariat 5 0 V8
## 1118                                                                                                                                                                         F 150 Crew Lariat V8 5 0
## 1119                                                                                                                                                                                     F 150 Custom
## 1120                                                                                                                                                                                   F 150 Ecoboost
## 1121                                                                                                                                                                                 F 150 Ex Cab 4x4
## 1122                                                                                                                                                                               F 150 Extended Cab
## 1123                                                                                                                                                                           F 150 Extended Cab 4x4
## 1124                                                                                                                                                                                  F 150 Extra Cab
## 1125                                                                                                                                                                                       F 150 F150
## 1126                                                                                                                                                       F 150 F150 Lariat Sport 4x4  Lifted On 35s
## 1127                                                                                                                                              F 150 F150 Xlt 3 5 Ecoboost V6 4x4    Lifted   F150
## 1128                                                                                                                                                                         F 150 Four Door Crew Cab
## 1129                                                                                                                                                                                       F 150 Fx 4
## 1130                                                                                                                                                                                        F 150 Fx2
## 1131                                                                                                                                                                      F 150 Fx2 Lifted Super Crew
## 1132                                                                                                                                                                                        F 150 Fx4
## 1133                                                                                                                                                                           F 150 Fx4 | 4x4  Extra
## 1134                                                                                                                                                                           F 150 Fx4 3 5 Ecoboost
## 1135                                                                                                                                                                 F 150 Fx4 4d Supercrew Automatic
## 1136                                                                                                                                                                        F 150 Fx4 4dr Supercrew S
## 1137                                                                                                                                                                                    F 150 Fx4 4x4
## 1138                                                                                                                                                                       F 150 Fx4 4x4 4dr Supercab
## 1139                                                                                                                                                                          F 150 Fx4 4x4 Supercrew
## 1140                                                                                                                                                                       F 150 Fx4 Fx4 4dr Supercab
## 1141                                                                                                                                                                      F 150 Fx4 Fx4 4dr Supercrew
## 1142                                                                                                                                                          F 150 Fx4 Lifted Crew Ecoboost 3 5liter
## 1143                                                                                                                                                                         F 150 Fx4 Luxury Package
## 1144                                                                                                                                                                        F 150 Fx4 Pickup 4d 6 1 2
## 1145                                                                                                                                                                       F 150 Fx4 Sport Appearance
## 1146                                                                                                                                                                             F 150 Fx4 Super Crew
## 1147                                                                                                                                                                         F 150 Fx4 Super Crew Sun
## 1148                                                                                                                                                                        F 150 Fx4 Super Crew Sunr
## 1149                                                                                                                                                                              F 150 Fx4 Supercrew
## 1150                                                                                                                                                                          F 150 Fx4 Supercrew 4wd
## 1151                                                                                                                                                                      F 150 Fx4 Supercrew 5 5 Ft 
## 1152                                                                                                                                                                                   F 150 Heritage
## 1153                                                                                                                                                                                 F 150 King Ranch
## 1154                                                                                                                                                                            F 150 King Ranch  4wd
## 1155                                                                                    F 150 King Ranch $575 25 Month  $2500 Down  2 9  Apr  72 $575 25 Month  $2500 Down  2 9  Apr  72 Months  Oac 
## 1156                                                                                                                                                                             F 150 King Ranch 4wd
## 1157                                                                                                                                                                             F 150 King Ranch 4x4
## 1158                                                                                                                                                                      F 150 King Ranch 4x4 Ecoboo
## 1159                                                                                                                                                                       F 150 King Ranch Automatic
## 1160                                                                                                                                                                            F 150 King Ranch Crew
## 1161                                                                                                                                                                       F 150 King Ranch Pick Up T
## 1162                                                                                                                                                                        F 150 King Ranch Super Cr
## 1163                                                                                                                                                                       F 150 King Ranch Supercrew
## 1164                                                                                                                                                                                        F 150 Koi
## 1165                                                                                                                                                                              F 150 Larait 4 Door
## 1166                                                                                                                                                                                     F 150 Lariat
## 1167                                                                                                      F 150 Lariat  $436 73  $2500 Down  2 9  Apr  Oac Lariat  $436 73  $2500 Down  2 9  Apr  Oac
## 1168                                                                                                                                                    F 150 Lariat  Lifted  4x4 Lariat  Lifted  4x4
## 1169                                                                                                                                                                       F 150 Lariat  V8 5 0l Navi
## 1170                                                                                                                                    F 150 Lariat $520 91 Month  2 9  Apr  Oac  $2500 Down 84 Mths
## 1171                                                                                                                                                                                 F 150 Lariat 2wd
## 1172                                                                                                                                                                                 F 150 Lariat 4wd
## 1173                                                                                                                                                                       F 150 Lariat 4wd Supercrew
## 1174                                                                                                                                                              F 150 Lariat 4wd Supercrew 5 5  Box
## 1175                                                                                                                                                             F 150 Lariat 4wd Supercrew Automatic
## 1176                                                                                                                                                                                 F 150 Lariat 4x4
## 1177                                                                                                                                                                           F 150 Lariat 4x4 4door
## 1178                                                                                                                                                                      F 150 Lariat 4x4 4dr Superc
## 1179                                                                                                                                                                         F 150 Lariat 4x4 Crewcab
## 1180                                                                                                                                                                           F 150 Lariat Automatic
## 1181                                                                                                                                                                      F 150 Lariat Crew 5 5ft Bed
## 1182                                                                                                                                                                            F 150 Lariat Crew Cab
## 1183                                                                                                                                                                        F 150 Lariat Crew Cab 4x4
## 1184                                                                                                                                                                       F 150 Lariat Crew Cab Shor
## 1185                                                                                                                                                                                 F 150 Lariat Fx4
## 1186                                                                                                                                                                      F 150 Lariat Lariat 4dr Sup
## 1187                                                                                      F 150 Lariat One Owner  $489 49 Month  $2500 Down  2 9 A One Owner  $489 49 Month  $2500 Down  2 9 Apr  Oac
## 1188                                                                                                                                                                              F 150 Lariat Steeda
## 1189                                                                                                                                                                            F 150 Lariat Supercab
## 1190                                                                                                                                                                           F 150 Lariat Supercrew
## 1191                                                                                                                                                                       F 150 Lariat Supercrew 4wd
## 1192                                                                                                                                                                       F 150 Lariat Supercrew 4x4
## 1193                                                                                                                                                                        F 150 Lariat Supercrew 5 
## 1194                                                                                                                                                                        F 150 Lariat Truck Leathe
## 1195                                                                                                                                                                                     F 150 Lariet
## 1196                                                                                                                                                                      F 150 Lifted 5 0l V8 Dbl Ro
## 1197                                                                                                                                             F 150 Lifted 5 0l V8 Dbl Roof Adaptive Cruise Loaded
## 1198                                                                                                                                                             F 150 Lifted Lariat Supercrew 5 0 V8
## 1199                                                                                                                                           F 150 Lifted Supercrew Xlt 4x4 V6 Twin Turbo Financing
## 1200                                                                                                                                                                                    F 150 Limited
## 1201                                                                                                                                                                      F 150 Limited 4wd Supercrew
## 1202                                                                                                                                                                                F 150 Limited 4x4
## 1203                                                                                                                                                                           F 150 Limited Ecoboost
## 1204                                                                                                                                                                                   F 150 Long Bed
## 1205                                                                                                                                                                                F 150 Long Bed Xl
## 1206                                                                                                                                                                          F 150 Maxed Out 4x4 Eco
## 1207                                                                                                                                                                                       F 150 Null
## 1208                                                                                                                                                                                    F 150 Pick Up
## 1209                                                                                                                                                                                     F 150 Pickup
## 1210                                                                                                                                                                                   F 150 Platinum
## 1211                                                                                                                                                                       F 150 Platinum  Leather Na
## 1212                                                                                                                                                                       F 150 Platinum  Navi Cam L
## 1213                                                                                                                                                                               F 150 Platinum 4wd
## 1214                                                                                                                                                                      F 150 Platinum 4wd Supercre
## 1215                                                                                                                                                            F 150 Platinum 4wd Supercrew 5 5  Box
## 1216                                                                                                                                                                               F 150 Platinum 4x4
## 1217                                                                                                                                                                      F 150 Platinum Crew Cab 4x4
## 1218                                                                                                                                                                F 150 Platinum Crew Ecoboost 3 5l
## 1219                                                                                                                                                                        F 150 Platinum Super Crew
## 1220                                                                                                                                                                                         F 150 Pu
## 1221                                                                                                                                                                         F 150 Quad Cab Short Box
## 1222                                                                                                                                                                                     F 150 Ranger
## 1223                                                                                                                                                                                     F 150 Raotor
## 1224                                                                                                                                                                                     F 150 Raptor
## 1225                                                                                                                                                                        F 150 Raptor 4dr Supercre
## 1226                                                                                                                                                                       F 150 Raptor 4wd Supercrew
## 1227                                                                                                                                                              F 150 Raptor 4wd Supercrew 5 5  Box
## 1228                                                                                                                                                                           F 150 Raptor 4wd Truck
## 1229 F 150 Raptor Arizona Raptor Rust Free Icon Level Kit Tech Pkg Pano Roof Newer Tires Graphics Pkg Like New In Out Non Smoker Immaculate Interior Heated Steering Wheel Cooled Seats Tailgate Step
## 1230                                                                                                                                                                              F 150 Raptor Carbon
## 1231                                                                                                                                                                         F 150 Raptor Shelby Baja
## 1232                                                                                                                                                                      F 150 Raptor Super Crew Cab
## 1233                                                                                                                                                                                 F 150 Raptor Svt
## 1234                                                                                                                                                                      F 150 Regular Cab Short Bed
## 1235                                                                                                                                                                                     F 150 Saleen
## 1236                                                                                                                                                                             F 150 Shelby Edition
## 1237                                                                                                                                                                          F 150 Shelby Supersnake
## 1238                                                                                                                                                                                  F 150 Short Bed
## 1239                                                                                                                                                                                    F 150 Special
## 1240                                                                                                                                                                                      F 150 Sport
## 1241                                                                                                                                                                         F 150 Sport Ecoboost 4x4
## 1242                                                                                                                                                                               F 150 Standard Cab
## 1243                                                                                                                                                                                   F 150 Stepside
## 1244                                                                                                                                                                                        F 150 Stx
## 1245                                                                                                                                                                                    F 150 Stx 4x4
## 1246                                                                                                                                                F 150 Stx 4x4 Supercab V8 5 0l Automatic Only 29k
## 1247                                                                                                                                                                                   F 150 Stx Crew
## 1248                                                                                                                                                                                    F 150 Stx Fx4
## 1249                                                                         F 150 Stx Only 28k Miles  Almost New  Save Thousands    Stx One Owner  Only 28k Miles  Save Thousands Compared To New   
## 1250                                                                                                                                                                                  F 150 Stx Sport
## 1251                                                                                                                                                                              F 150 Stx Super Cab
## 1252                                                                                                                                                                               F 150 Stx Supercab
## 1253                                                                                                                                                                              F 150 Stx Supercrew
## 1254                                                                                                                                                                                  F 150 Super Cab
## 1255                                                                                                                                                                              F 150 Super Cab 4x4
## 1256                                                                                                                                                                               F 150 Super Cab Xl
## 1257                                                                                                                                                                              F 150 Super Cab Xlt
## 1258                                                                                                                                                                                 F 150 Super Crew
## 1259                                                                                                                                                                        F 150 Super Crew Platinum
## 1260                                                                                                                                                                                   F 150 Supercab
## 1261                                                                                                                                                                       F 150 Supercab 139  Lariat
## 1262                                                                                                                                                                            F 150 Supercab 139 Xl
## 1263                                                                                                                                                                           F 150 Supercab 145 Xlt
## 1264                                                                                                                                                                           F 150 Supercab 163 Xlt
## 1265                                                                                                                                                                               F 150 Supercab 4x4
## 1266                                                                                                                                                                          F 150 Supercab Shortbox
## 1267                                                                                                                                                                               F 150 Supercab Stx
## 1268                                                                                                                                                                               F 150 Supercab Xlt
## 1269                                                                                                                                                                           F 150 Supercab Xlt 4wd
## 1270                                                                                                                                                                           F 150 Supercab Xlt 4x4
## 1271                                                                                                                                                                                  F 150 Supercrew
## 1272                                                                                                                                                                  F 150 Supercrew 139  Lariat 4wd
## 1273                                                                                                                                                                     F 150 Supercrew 139  Xlt 4wd
## 1274                                                                                                                                                                          F 150 Supercrew 145 Xlt
## 1275                                                                                                                                                                              F 150 Supercrew 4wd
## 1276                                                                                                                                                                              F 150 Supercrew 4x4
## 1277                                                                                                                                                                          F 150 Supercrew 4x4 Xlt
## 1278                                                                                                                                                                          F 150 Supercrew Cab Xlt
## 1279                                                                                                                                                                         F 150 Supercrew Fx 4 4wd
## 1280                                                                                                                                                                              F 150 Supercrew Fx4
## 1281                                                                                                                                                                          F 150 Supercrew Fx4 4x4
## 1282                                                                                                                                                                           F 150 Supercrew Lariat
## 1283                                                                                                                                                                       F 150 Supercrew Lariat 4x4
## 1284                                                                                                                                                                       F 150 Supercrew Lariat 5 0
## 1285                                                                                                                                                                          F 150 Supercrew Limited
## 1286                                                                                                                                                                      F 150 Supercrew Platinum 4x
## 1287                                                                                                                                                                       F 150 Supercrew Svt Raptor
## 1288                                                                                                                                                                           F 150 Supercrew Xl 4x4
## 1289                                                                                                                                                                              F 150 Supercrew Xlt
## 1290                                                                                                                                                                          F 150 Supercrew Xlt 4x4
## 1291                                                                                                                                                                         F 150 Supercrew Xlt Crew
## 1292                                                                                                                                                                                 F 150 Svt Raptor
## 1293                                                                                                                                                                       F 150 Svt Raptor  V6 3 5l 
## 1294                                                                                                                                                                      F 150 Svt Raptor 4x4 4dr Su
## 1295                                                                                                                                                                         F 150 Tremor Fx4 Regular
## 1296                                                                                                                                                                             F 150 Triton V8 5 4l
## 1297                                                                                                                                                                                      F 150 Truck
## 1298                                                                                                                                                                                  F 150 Truck 4x4
## 1299                                                                                                                                          F 150 V6 Power Stroke Diesel Lariat Fully Loaded Lifted
## 1300                                                                                                                                                                                         F 150 V8
## 1301                                                                                                                                                                               F 150 V8 Supercrew
## 1302                                                                                                                                                                                      F 150 X Cab
## 1303                                                                                                                                                                                         F 150 Xl
## 1304                                                                                                                                                  F 150 Xl   3 Month 3 000 Miles Limited Warranty
## 1305                                                                                                                                                                    F 150 Xl 2wd Reg Cab 6 5  Box
## 1306                                                                                                                                                                       F 150 Xl 2wd Supercrew 5 5
## 1307                                                                                                                                                                                  F 150 Xl 3dr Xl
## 1308                                                                                                                                                                         F 150 Xl 4dr Supercab Xl
## 1309                                                                                                                                                                   F 150 Xl 4wd Supercab 6 5  Box
## 1310                                                                                                                                                                                     F 150 Xl 4x4
## 1311                                                                                                                                                                            F 150 Xl 4x4 Long Bed
## 1312                                                                                                                                                                                  F 150 Xl 8  Bed
## 1313                                                                                                                                                                               F 150 Xl Automatic
## 1314                                                                                                                                                                            F 150 Xl Crew Cab 4x4
## 1315                                                                                                                                                                                  F 150 Xl Series
## 1316                                                                                                                                                                           F 150 Xl Stx Sport Pkg
## 1317                                                                                                                                                                               F 150 Xl Super Cab
## 1318                                                                                                                                                                                F 150 Xl Supercab
## 1319                                                                                                                                                                        F 150 Xl Supercab 6 5 Ft 
## 1320                                                                                                                                                                               F 150 Xl Supercrew
## 1321                                                                                                                                                                           F 150 Xl Supercrew 4x4
## 1322                                                                                                                                                                        F 150 Xl Supercrew 5 5  B
## 1323                                                                                                                                                                              F 150 Xl Work Truck
## 1324                                                                                                                                                                                        F 150 Xlt
## 1325                                                                                                F 150 Xlt  392 Month  2 9 Apr  $1500 Down  Oac  $392 37 Month  2 9 Apr  $1500 Down  Oac  $23 750 
## 1326                                                                                                                                                                       F 150 Xlt  Back Up Cam V6 
## 1327                                                                                                                                                                       F 150 Xlt  Lifted Cam  V6 
## 1328                                                                                                                                                                       F 150 Xlt  Navi Back Up Ca
## 1329                                                                                                                                                                       F 150 Xlt 2wd Supercab 6 5
## 1330                                                                                                                                                                      F 150 Xlt 2wd Supercrew 5 5
## 1331                                                                                                                                                                 F 150 Xlt 4d Supercrew Automatic
## 1332                                                                                                                                                                         F 150 Xlt 4dr Super Crew
## 1333                                                                                                                                                                       F 150 Xlt 4dr Supercrew Xl
## 1334                                                                                                                                                                      F 150 Xlt 4dr Supercrew Xlt
## 1335                                                                                                                                                                                    F 150 Xlt 4wd
## 1336                                                                                                                                                                           F 150 Xlt 4wd Crew Cab
## 1337                                                                                                                                                                           F 150 Xlt 4wd F150 4x4
## 1338                                                                                                                                                                          F 150 Xlt 4wd Supercrew
## 1339                                                                                                                                                                      F 150 Xlt 4wd Supercrew 5 5
## 1340                                                                                                                                                                 F 150 Xlt 4wd Supercrew 5 5  Box
## 1341                                                                                                                                                                      F 150 Xlt 4x2 4dr Supercrew
## 1342                                                                                                                                                                                    F 150 Xlt 4x4
## 1343                                                                                                                                                F 150 Xlt 4x4 2 7l Ecobosst Super Cab 78k 1 Owner
## 1344                                                                                                                                                                      F 150 Xlt 4x4 4dr Supercrew
## 1345                                                                                                                                                                                F 150 Xlt 4x4 Fx4
## 1346                                                                                                                                                                        F 150 Xlt 4x4 Regular Cab
## 1347                                                                                                                                                                           F 150 Xlt 4x4 Supercab
## 1348                                                                                                                                                                          F 150 Xlt 4x4 Supercrew
## 1349                                                                                                                                                                              F 150 Xlt Automatic
## 1350                                                                                                                                                                                   F 150 Xlt Crew
## 1351                                                                                                                                                                               F 150 Xlt Crew 4x4
## 1352                                                                                                                                                                               F 150 Xlt Crew Cab
## 1353                                                                                                                                                                       F 150 Xlt Crew Cab Short B
## 1354                                                                                                                                                                            F 150 Xlt Crewcab 4x4
## 1355                                                                                                                                                                             F 150 Xlt Flare Side
## 1356                                                                                                                                                                                    F 150 Xlt Fx4
## 1357                                                                                                                                                                                 F 150 Xlt Lariat
## 1358                                                                                                                                                                                 F 150 Xlt Lariet
## 1359                                                                                                                                                                                    F 150 Xlt Rwd
## 1360                                                                                                                                                                                  F 150 Xlt Sport
## 1361                                                                                                                                                                         F 150 Xlt Sport 4x4 Crew
## 1362                                                                                                                                                                        F 150 Xlt Sport Supercrew
## 1363                                                                                                                                                                                  F 150 Xlt Super
## 1364                                                                                                                                                                              F 150 Xlt Super Cab
## 1365                                                                                                                                                                             F 150 Xlt Super Crew
## 1366                                                                                                                                                                       F 150 Xlt Super Crew 4 X 4
## 1367                                                                                                                                                                         F 150 Xlt Super Crew Eco
## 1368                                                                                                                                                                               F 150 Xlt Supercab
## 1369                                                                                                                                                                      F 150 Xlt Supercab 4x4 F150
## 1370                                                                                                                                                                        F 150 Xlt Supercab 6 5  B
## 1371                                                                                                                                                                              F 150 Xlt Supercrew
## 1372                                                                                                                                                                          F 150 Xlt Supercrew 4wd
## 1373                                                                                                                                                        F 150 Xlt Supercrew 4wd 4 Speed Automatic
## 1374                                                                                                                                                                          F 150 Xlt Supercrew 4x4
## 1375                                                                                                                                                                         F 150 Xlt Supercrew 5 5 
## 1376                                                                                                                                                                         F 150 Xlt Supercrew 6 5 
## 1377                                                                                                                                                                       F 150 Xlt Supercrew 6 5 Ft
## 1378                                                                                                                                                               F 150 Xlt Supercrew Eco Boost 3 5l
## 1379                                                                                                                                                        F 150 Xlt Supercrew Ecoboost 3 5l Premium
## 1380                                                                                                                                                                          F 150 Xlt Texas Edition
## 1381                                                                                                                                                                                  F 150 Xlt Truck
## 1382                                                                                                                                                                      F 150 Xlt Xlt 4dr Supercrew
## 1383                                                                                                                                                                        F 150 Xlt Xtr Super Cab B
## 1384                                                                                                                                                                                  F 150 Xtnd  Cab
## 1385                                                                                                                                                                                           F 1500
## 1386                                                                                                                                                                                          F 150xl
## 1387                                                                                                                                                                                  F 15o Sport Fx4
## 1388                                                                                                                                                                                             F 25
## 1389                                                                                                                                                                                            F 250
## 1390                                                                                                                                                                              F 250 2 Wheel Drive
## 1391                                                                                                                                                                                        F 250 4wd
## 1392                                                                                                                                                               F 250 4wd 1owner Clean Cheap Truck
## 1393                                                                                                                                                                                F 250 4wd 5sp 7 5
## 1394                                                                                                                                                                                 F 250 4wd Dually
## 1395                                                                                                                                                                           F 250 4wd Highboy F250
## 1396                                                                                                                                                             F 250 4wd One Owner Very Clean Truck
## 1397                                                                                                                                                          F 250 4x2 Reg Cab Service Utility Truck
## 1398                                                                                                                                                                  F 250 4x2 Service Utility Truck
## 1399                                                                                                                                                                                        F 250 4x4
## 1400                                                                                                                                              F 250 4x4 1 Owner 94k Ml   New Wheels   Tires  6 2l
## 1401                                                                                                                                                                      F 250 4x4 6 8l V10 Triton G
## 1402                                                                                                                                                                                    F 250 4x4 7 3
## 1403                                                                                                                                                                                   F 250 4x4 Crew
## 1404                                                                                                                                                                          F 250 4x4 Diesel Lariat
## 1405                                                                                                                                                                                  F 250 4x4 Excab
## 1406                                                                                                                                                                      F 250 4x4 Fx4 Lariat Diesel
## 1407                                                                                                                                                                                 F 250 4x4 Lifted
## 1408                                                                                                                                                                  F 250 4x4 Service Utility Truck
## 1409                                                                                                                     F 250 4x4 Super Duty 5 4l Triton V8 Ext Cab Short Bed Fabtech Lift One Owner
## 1410                                                                                                                                                  F 250 52k Ml 1owner 4x4 6 2l New Wheels   Tires
## 1411                                                                                                              F 250 6 7 Turbo Diesel  Super Duty  Xlt  4x4 6 7 Turbo Diesel  Super Duty  Xlt  4x4
## 1412                                                                                                                                                                                        F 250 7 3
## 1413                                                                                                                                                                             F 250 7 3 Diesel 4x4
## 1414                                                                                                                                                                             F 250 Camper Special
## 1415                                                                                                                                                                      F 250 Camper Special Ranger
## 1416                                                                                                                                                                                  F 250 Cargo Van
## 1417                                                                                                                                                                                F 250 Cr Long Bed
## 1418                                                                                                                                                                                   F 250 Crew Cab
## 1419                                                                                                                                                                    F 250 Crew Cab King Ranch 4x4
## 1420                                                                                                                                                                        F 250 Crew Cab Lariat 4x4
## 1421                                                                                                                                                                            F 250 Crew Cab Xl 4x4
## 1422                                                                                                                                                                           F 250 Crew Cab Xlt 4x4
## 1423                                                                                                                                                                         F 250 Crewcab Lariat 4x4
## 1424                                                                                                                                                                                     F 250 Diesel
## 1425                                                                                                                                                                                 F 250 Diesel 4wd
## 1426                                                                                                                                                  F 250 Diesel Truck 6 7l Lariat Ext Cab Long Bed
## 1427                                                                                                                                                        F 250 Diesel Truck 6 7l Super Duty Lariat
## 1428                                                                                                                                                           F 250 Diesel Truck 6 7l Super Duty Xlt
## 1429                                                                                                                                                  F 250 Diesel Truck 6 7l Utility Contractors Bed
## 1430                                                                                                                                                                                 F 250 Duper Duty
## 1431                                                                                                                                                                                      F 250 Excab
## 1432                                                                                                                                                                                   F 250 Explorer
## 1433                                                                                                                                                                                       F 250 F250
## 1434                                                                                                                                                                                   F 250 Flat Bed
## 1435                                                                                                                                                                                F 250 Hd Crew Cab
## 1436                                                                                                                                                                                 F 250 King Ranch
## 1437                                                                                                                                                                 F 250 King Ranch 4x4 Lifted 6 7l
## 1438                                                                                                                                                                         F 250 King Ranch Dsl 4wd
## 1439                                                                                                                                                                            F 250 King Ranch F250
## 1440                                                                                                                                                                                     F 250 Lariat
## 1441                                                                                                                                                                                 F 250 Lariat 4x4
## 1442                                                                                                                                         F 250 Lariat 4x4 7 3l Power Stroke 6 Sp Manual Lb 1owner
## 1443                                                                                                                                                                     F 250 Lariat 4x4 Lifted 6 7l
## 1444                                                                                                                                                                                 F 250 Lariat 6 7
## 1445                                                                                                                                                                            F 250 Lariat Crew Cab
## 1446                                                                                                                                                                                 F 250 Lariat Fx4
## 1447                                                                                                                                                                        F 250 Lariat Fx4 Crew Cab
## 1448                                                                                                                                                                                     F 250 Lifted
## 1449                                                                                                                                                                   F 250 Platinum 4x4 Lifted 6 7l
## 1450                                                                                                                                                                      F 250 Platinum Crew Cab 4wd
## 1451                                                                                                                                                                               F 250 Platinum Fx4
## 1452                                                                                                                                                                                 F 250 Plow Truck
## 1453                                                                                                                                                                                     F 250 Ranger
## 1454                                                                                                                                                                      F 250 Ranger Camper Special
## 1455                                                                                                                                                                                         F 250 Sd
## 1456                                                                                                                                                                              F 250 Sd King Ranch
## 1457                                                                                                                                                                                  F 250 Sd Lariat
## 1458                                                                                                                                               F 250 Sd Xl Supercab Long Bed 2wd 4 Speed Automati
## 1459                                                                                                                                                                            F 250 Sd Xlt Supercab
## 1460                                                                                                                                                                        F 250 Service Utility Bed
## 1461                                                                                                                                                                       F 250 Stx Fx4 Extended Cab
## 1462                                                                                                                                                                              F 250 Super Cab 4wd
## 1463                                                                                                                                                                      F 250 Super Cab 7 3l Diesel
## 1464                                                                                                                                                                                F 250 Super Dully
## 1465                                                                                                                                                                               F 250 Super Dut Xl
## 1466                                                                                                                                                                                 F 250 Super Duty
## 1467                                                                                                                                                                   F 250 Super Duty 20km Crew Cab
## 1468                                                                                                                                                                      F 250 Super Duty 4wd Crew C
## 1469                                                                                                                                                                      F 250 Super Duty 4x2 2dr Re
## 1470                                                                                                                                                                             F 250 Super Duty 4x4
## 1471                                                                                                                                                                      F 250 Super Duty 4x4 6 8l V
## 1472                                                                                                                                                                       F 250 Super Duty 4x4176373
## 1473                                                                                                                                          F 250 Super Duty Crew 4x4 32k Ml 1owner New Wheels 6 2l
## 1474                                                                                                                                                                         F 250 Super Duty Ext Cab
## 1475                                                                                                                                                                       F 250 Super Duty King Ranc
## 1476                                                                                                                                                                      F 250 Super Duty King Ranch
## 1477                                                                                                                                                         F 250 Super Duty King Ranch 4dr Crew Cab
## 1478                                                                                                                                                                          F 250 Super Duty Lariat
## 1479                                                                                                                                                                       F 250 Super Duty Lariat 4d
## 1480                                                                                                                                                      F 250 Super Duty Lariat 4dr Crew Cab Lariat
## 1481                                                                                                                                                                      F 250 Super Duty Lariat 4x4
## 1482                                                                                                                                                                      F 250 Super Duty Lariat Cre
## 1483                                                                                                                                                           F 250 Super Duty Lariat Crew 6 7 Liter
## 1484                                                                                                                                                                       F 250 Super Duty Lariat Di
## 1485                                                                                                                                                                       F 250 Super Duty Lariat Li
## 1486                                                                                                                                                           F 250 Super Duty Lariat Lift 6 7 Liter
## 1487                                                                                                                                                                       F 250 Super Duty Lifted Di
## 1488                                                                                                                                                                        F 250 Super Duty Platinum
## 1489                                                                                                                                                                        F 250 Super Duty Powerstr
## 1490                                                                                                                                                                         F 250 Super Duty Stx 4x4
## 1491                                                                                                                                                                       F 250 Super Duty Super Cab
## 1492                                                                                                                                                                      F 250 Super Duty Super Duty
## 1493                                                                                                                                                                         F 250 Super Duty Utility
## 1494                                                                                                                                                                              F 250 Super Duty Xl
## 1495                                                                                                                                                                          F 250 Super Duty Xl 4x4
## 1496                                                                                                                                                                      F 250 Super Duty Xl 4x4 4dr
## 1497                                                                                                                                                                      F 250 Super Duty Xl Utility
## 1498                                                                                                                                                           F 250 Super Duty Xl Xl 2dr Regular Cab
## 1499                                                                                                                                                                             F 250 Super Duty Xlt
## 1500                                                                                                                                            F 250 Super Duty Xlt 1owner New Tires Well Maint 6 2l
## 1501                                                                                                                                                                         F 250 Super Duty Xlt 4dr
## 1502                                                                                                                                                                      F 250 Super Duty Xlt 4dr 4w
## 1503                                                                                                                                                                      F 250 Super Duty Xlt 4dr Cr
## 1504                                                                                                                                                            F 250 Super Duty Xlt 4dr Crew Cab Xlt
## 1505                                                                                                                                                                       F 250 Super Duty Xlt 4dr E
## 1506                                                                                                                                                                      F 250 Super Duty Xlt 4dr Su
## 1507                                                                                                                                                                         F 250 Super Duty Xlt 4x4
## 1508                                                                                                                                                                       F 250 Super Duty Xlt 4x4  
## 1509                                                                                           F 250 Super Duty Xlt 4x4   Super Cab   7 3 L Powerstroke Turbo Diesel   Long Bed   Manual Transmission
## 1510                                                                                                                                                                      F 250 Super Duty Xlt 4x4 4d
## 1511                                                                                                                                                                      F 250 Super Duty Xlt Crew C
## 1512                                                                                                                                                                 F 250 Super Duty Xlt Lifted Crew
## 1513                                                                                                                                                                       F 250 Super Duty Xlt Super
## 1514                                                                                                                                          F 250 Super Duty Xlt V10 Automatic Long Bed Newer Tires
## 1515                                                                                                                                                            F 250 Super Duty Xlt Xlt 4dr Supercab
## 1516                                                                                                                                                                               F 250 Supercab 4x4
## 1517                                                                                                                                                                                  F 250 Superduty
## 1518                                                                                                                                                                           F 250 Superduty Lariat
## 1519                                                                                                                                                            F 250 Superduty Lariat Crew 6 7 Liter
## 1520                                                                                                                                              F 250 Superduty Lariat Crew Roush Package 6 7 Liter
## 1521                                                                                                                                                       F 250 Superduty Lifted Stx 8ft 6 7l Diesel
## 1522                                                                                                                                                                              F 250 Superduty Xlt
## 1523                                                                                                                                                           F 250 Superduty Xlt Crew Cab 6 7 Liter
## 1524                                                                                                                                                                       F 250 Superduty Xlt Deisel
## 1525                                                                                                                                                                            F 250 Supert Duty Xlt
## 1526                                                                                                                                                                                F 250 Transit Van
## 1527                                                                                                                                            F 250 Utility Super Duty Xl  Heavy Duty Ladder Rack  
## 1528                                                                                                                                                                                        F 250 V10
## 1529                                                                                                                                                                                F 250 W 6 2 Liter
## 1530                                                                                                                                                                                         F 250 Xl
## 1531                                                                                                                                                                                     F 250 Xl 4x4
## 1532                                                                                                                                                                                F 250 Xl Crew Cab
## 1533                                                                                                                                                                             F 250 Xl Regular Cab
## 1534                                                                                                                                                                            F 250 Xl Service Body
## 1535                                                                                                                                                                            F 250 Xl Supercab 4wd
## 1536                                                                                                                                                                                        F 250 Xlt
## 1537                                                                                                                                                                                    F 250 Xlt 4x4
## 1538                                                                                                                                               F 250 Xlt 4x4 1 Owner 98k Ml New Wheels Tires 6 2l
## 1539                                                                                                                                                                       F 250 Xlt 4x4 Diesel Truck
## 1540                                                                                                                                                                        F 250 Xlt 4x4 Lifted 6 7l
## 1541                                                                                                                                         F 250 Xlt 4x4 Super Cab 7 3l Powerstorke Long Bed 1owner
## 1542                                                                                                                                                                                   F 250 Xlt Crew
## 1543                                                                                                                                                                               F 250 Xlt Crew Cab
## 1544                                                                                                                                                                                    F 250 Xlt Fx4
## 1545                                                                                                                                                                           F 250 Xlt Fx4 Crew Cab
## 1546                                                                                                                                                                                 F 250 Xlt Lariat
## 1547                                                                                                                                                                             F 250 Xlt Super Duty
## 1548                                                                                                                                                                                   F 250f 250 Xlt
## 1549                                                                                                                                                                                          F 250sd
## 1550                                                                                                                                                                                   F 250sd Lariat
## 1551                                                                                                                                                                               F 250sd Lariat 4wd
## 1552                                                                                                                                                                                 F 250sd Platinum
## 1553                                                                                                                                                                                       F 250sd Xl
## 1554                                                                                                                                                                                      F 250sd Xlt
## 1555                                                                                                                                                                          F 330 King Ranch Lariat
## 1556                                                                                                                                                                                            F 350
## 1557                                                                                                                                                                                           F 350 
## 1558                                                                                                                                                                            F 350 4dr Crew Dually
## 1559                                                                                                                                                          F 350 4wd Drw 1owner Rust Free Tx Truck
## 1560                                                                                                                                                                               F 350 4x 4 Utility
## 1561                                                                                                                                                                             F 350 4x4 6 7 Lariat
## 1562                                                                                                                                                                                    F 350 4x4 Drw
## 1563                                                                                                                                                           F 350 4x4 Ex Cab W  9  Contractor Dump
## 1564                                                                                                                                                                       F 350 4x4 Mason Dump Truck
## 1565                                                                                                                                                                               F 350 4x4 Quad Cab
## 1566                                                                                                                                                                        F 350 4x4 Service Utility
## 1567                                                                                                                                                           F 350 4x4 Super Duty Xl Service Truck 
## 1568                                                                                                                                               F 350 6 7 Diesel 4x4 Utility Truck Bed Leveled 35s
## 1569                                                                                                                                         F 350 6 7 Powerstroke Diesel 4x4 Dually With Utility Bed
## 1570                                                                                                                                      F 350 6 7l Diesel Utility Super Duty Xl  4 Brand New Tires 
## 1571                                                                                                                                                                                    F 350 Chassis
## 1572                                                                                                                                                                                F 350 Chassis Cab
## 1573                                                                                                                                                                                      F 350 Crane
## 1574                                                                                                                                                                                   F 350 Crew Cab
## 1575                                                                                                                                                                  F 350 Crew Cab Dump Bed 4x4 Drw
## 1576                                                                                                                                                                        F 350 Crew Cab Lariat 4x4
## 1577                                                                                                                                                                    F 350 Crew Cab Lariat 4x4 Drw
## 1578                                                                                                                                                                           F 350 Crew Cab Xlt 4x4
## 1579                                                                                                                                                                         F 350 Crewcab Lariat 4x4
## 1580                                                                                                                                                                                     F 350 Diesel
## 1581                                                                                                                                                                      F 350 Diesel 4x4 7 3l Power
## 1582                                                                                                                              F 350 Diesel 4x4 7 3l Power Stroke Turbo Diesel Crew Cab Dually Xlt
## 1583                                                                                                           F 350 Diesel 4x4 7 3l Power Stroke Turbo Diesel Ext Cab Long Bed Dually 6 Speed Manual
## 1584                                                                                                                                                                        F 350 Diesel 4x4 Crew Cab
## 1585                                                                                                                                         F 350 Diesel Truck 6 7l Powerstroke Super Duty Kingranch
## 1586                                                                                                                                                    F 350 Diesel Truck 6 7l Super Duty King Ranch
## 1587                                                                                                                          F 350 Diesel Truck 6 7l Super Duty Turbo Diesel Lariat One Owner 440 Hp
## 1588                                                                                                                                            F 350 Diesel Truck 6 7l Turbo Diesel One Owner Lariat
## 1589                                                                                                                                                                                        F 350 Drw
## 1590                                                                                                                                                                                    F 350 Drw 4x4
## 1591                                                                                                                                                                                 F 350 Drw Lariat
## 1592                                                                                                                                                                                 F 350 Dually 4x4
## 1593                                                                                                                                                                            F 350 Dually Crew Cab
## 1594                                                                                                                                                                              F 350 Dually Diesel
## 1595                                                                                                                                                                          F 350 Dually Diesel 4x4
## 1596                                                                                                                                                                                 F 350 Dump Truck
## 1597                                                                                                                                                                         F 350 Ext Cab 6 7 Diesel
## 1598                                                                                                                                                                             F 350 Ext Cab Xl 4x4
## 1599                                                                                                                                                                               F 350 Extended Cab
## 1600                                                                                                                                                                                      F 350 F 250
## 1601                                                                                                                                                                      F 350 F350 F 350 Super Duty
## 1602                                                                                                                                                 F 350 F350 Super Duty Platinum Loaded Lifted 37s
## 1603                                                                                                                                                                                   F 350 Flat Bed
## 1604                                                                                                                                                                       F 350 Flatbed Drw Liftgate
## 1605                                                                                                                                                                                         F 350 Fx
## 1606                                                                                                                                               F 350 Fx4 4x4 Power Stroke 6 Speed Manual Long Bed
## 1607                                                                                                                                                                                 F 350 Fx4 Dually
## 1608                                                                                                                                                                                         F 350 Hd
## 1609                                                                                                                                                                                 F 350 King Ranch
## 1610                                                                                                                                                                             F 350 King Ranch 4x4
## 1611                                                                                                                                                                                     F 350 Lariat
## 1612                                                                                                                                               F 350 Lariat 4dr Supercab 7 3l Power Stroke Dually
## 1613                                                                                                                                                                                 F 350 Lariat 4x4
## 1614                                                                                                                                                                     F 350 Lariat 4x4 Lifted 6 7l
## 1615                                                                                                                                                                          F 350 Lariat 6 7 Diesel
## 1616                                                                                                                                                                      F 350 Lariat Crewcab Dually
## 1617                                                                                                                                                                              F 350 Lariat Diesel
## 1618                                                                                                                                                                                 F 350 Lariat Fx4
## 1619                                                                                                                                                                          F 350 Lariat Fx4 Dually
## 1620                                                                                                                                                                                 F 350 Lariat Srw
## 1621                                                                                                                                                          F 350 Lariat Superduty Crew Drw 4x4 6 7
## 1622                                                                                                                                         F 350 Lariat Ultimate Lifted Diesel Only 49k Mles Loaded
## 1623                                                                                                                                           F 350 Lifted Diesel Super Duty 6 Passenger Bench Seats
## 1624                                                                                                                                              F 350 Lifted Dually Diesel Lariat Adaptive Dbl Roof
## 1625                                                                                                                                            F 350 Lifted F350 Lariat 6 7l Power Stroke Diesel 4x4
## 1626                                                                                                                                                                       F 350 Lifted Long Bed 7 3l
## 1627                                                                                                                                               F 350 Lifted Super Duty Power Stroke Diesel Loaded
## 1628                                                                                                                                                                                   F 350 Platinum
## 1629                                                                                                                                                                            F 350 Platinum Diesel
## 1630                                                                                                                                                                            F 350 Platinum Tremor
## 1631                                                                                                                                                                              F 350 Rwd Automatic
## 1632                                                                                                                                                                                         F 350 Sd
## 1633                                                                                                                                                                              F 350 Sd 4dr Lariat
## 1634                                                                                                                                                                                F 350 Sd Crew Cab
## 1635                                                                                                                                                                      F 350 Sd Lariat Crew Cab 4x
## 1636                                                                                                                                                                                  F 350 Sd Xl 2wd
## 1637                                                                                                                                                                      F 350 Sd Xlt 4x4 Dually Cre
## 1638                                                                                                                                                                                    F 350 Service
## 1639                                                                                                                                                                                        F 350 Srw
## 1640                                                                                                                                                                              F 350 Super Cab 4x4
## 1641                                                                                                                                                                                  F 350 Super Dut
## 1642                                                                                                                                                                               F 350 Super Dut Xl
## 1643                                                                                                                                                                                 F 350 Super Duty
## 1644                                                                                 F 350 Super Duty   Flat Bed   Crew Cab   4x4   7 3l   Powerstroke Turbo Diesel   6 Speed Manual   1 Ton   Lifted
## 1645                                                                                                                                                                         F 350 Super Duty  Dually
## 1646                                                                                                                                                                           F 350 Super Duty  F250
## 1647                                                                          F 350 Super Duty $331 Month  $1500 Down  F350  6 7 Turbo 6 7 Turbo Diesel  Power Stroke  Very Solid Truck  Runs Great  
## 1648                                                                                                                                                                      F 350 Super Duty 4x2 2dr Re
## 1649                                                                                                                                                           F 350 Super Duty 4x4 14km  With Camper
## 1650                                                                                                                                                                            F 350 Super Duty Crew
## 1651                                                                                                                                                          F 350 Super Duty Crew Cab Xlt 6 7 Liter
## 1652                                                                                                                                                                            F 350 Super Duty Crwc
## 1653                                                                                                                                                                          F 350 Super Duty Diesel
## 1654                                                                                                                                                                             F 350 Super Duty Drw
## 1655                                                                                                                                                                            F 350 Super Duty Dump
## 1656                                                                                                                                                                        F 350 Super Duty Flat Bed
## 1657                                                                                                                                                                             F 350 Super Duty Fx4
## 1658                                                                                                                                                            F 350 Super Duty Fx4 Fx4 4dr Crew Cab
## 1659                                                                                                                                                                       F 350 Super Duty King Ranc
## 1660                                                                                                                                                                      F 350 Super Duty King Ranch
## 1661                                                                                                                                                                          F 350 Super Duty Lariat
## 1662                                                                                                                                                                        F 350 Super Duty Lariat 4
## 1663                                                                                                                                                                       F 350 Super Duty Lariat 4d
## 1664                                                                                                                                                      F 350 Super Duty Lariat 4dr Crew Cab Lariat
## 1665                                                                                                                                                      F 350 Super Duty Lariat 4dr Crew Cab Lb Drw
## 1666                                                                                                                                                                      F 350 Super Duty Lariat 4x4
## 1667                                                                                                                                            F 350 Super Duty Lariat 4x4 Lifted Double Roof Diesel
## 1668                                                                                                                                                    F 350 Super Duty Lariat Crew 8ft Lb 6 7 Liter
## 1669                                                                                                                                                                       F 350 Super Duty Lariat Di
## 1670                                                                                                                                                                      F 350 Super Duty Lariat Drw
## 1671                                                                                                                                                                       F 350 Super Duty Lariat Li
## 1672                                                                                                                                                                       F 350 Super Duty Lariat Lo
## 1673                                                                                                                                                       F 350 Super Duty Lariat Powerstroke V8 4x4
## 1674                                                                                                                                                                         F 350 Super Duty Limited
## 1675                                                                                                                                                                        F 350 Super Duty Long Bed
## 1676                                                                                                                                                                        F 350 Super Duty Platinum
## 1677                                                                                                                                                                      F 350 Super Duty Platinum 4
## 1678                                                                                                                                                  F 350 Super Duty Platinum Lifted Diesel On 37 S
## 1679                                                                                                                                            F 350 Super Duty Platinum Lifted Diesel Truck On 40 S
## 1680                                                                                                                                                                             F 350 Super Duty Srw
## 1681                                                                                                                                                                      F 350 Super Duty Super Duty
## 1682                                                                                                                                                                              F 350 Super Duty Xl
## 1683                                                                                                                                                                      F 350 Super Duty Xl 4dr Sup
## 1684                                                                                                                              F 350 Super Duty Xl 4wd 6 7 Diesel F350 Dually Utility Truck W Rack
## 1685                                                                                                                                       F 350 Super Duty Xl Contractors  9ft Flat Bed Ladder Rack 
## 1686                                                                                                                                                                       F 350 Super Duty Xl Dually
## 1687                                                                                                                                                              F 350 Super Duty Xl Xl 4dr Crew Cab
## 1688                                                                                                                                                                             F 350 Super Duty Xlt
## 1689                                                                                                                                                                         F 350 Super Duty Xlt 4dr
## 1690                                                                                                                                                                      F 350 Super Duty Xlt 4dr Cr
## 1691                                                                                                                                                                       F 350 Super Duty Xlt 4dr S
## 1692                                                                                                                                                                      F 350 Super Duty Xlt 4dr Su
## 1693                                                                                                                                                                      F 350 Super Duty Xlt 4x4 4d
## 1694                                                                                                                                                                       F 350 Super Duty Xlt 4x4 6
## 1695                                                                                                                                                                            F 350 Supercab Lariat
## 1696                                                                                                                                                                       F 350 Superduty Dually 4x4
## 1697                                                                                                                                                                  F 350 Superduty Lariat Crew Drw
## 1698                                                                                                                                                                 F 350 Superduty Platinum Drw 4wd
## 1699                                                                                                                                                                              F 350 Superduty Xlt
## 1700                                                                                                                                                         F 350 Superduty Xlt Drw 6 7 Liter Diesel
## 1701                                                                                                                                                                              F 350 Utility Truck
## 1702                                                                                                                                                                                         F 350 Xl
## 1703                                                                                                                                                                                     F 350 Xl 4x4
## 1704                                                                                                                                                                           F 350 Xl Cab   Chassis
## 1705                                                                                                                                                                              F 350 Xl Drw Diesel
## 1706                                                                                                                                                                       F 350 Xl Extended Cab Util
## 1707                                                                                                                                                                               F 350 Xl Hd Dually
## 1708                                                                                                                                                                              F 350 Xl Super Duty
## 1709                                                                                                                                                                                        F 350 Xlt
## 1710                                                                                                                                                                                    F 350 Xlt 460
## 1711                                                                                                                                                                                 F 350 Xlt Lariat
## 1712                                                                                                                                                                           F 350 Xlt Power Stroke
## 1713                                                                                                                                                                            F 350 Xlt Regular Cab
## 1714                                                                                                                                                                              F 350 Xlt Stake Bed
## 1715                                                                                                                                                                             F 350 Xlt Super Duty
## 1716                                                                                                                                                                         F 350crew Cab 4x4 Diesel
## 1717                                                                                                                                                                                          F 350sd
## 1718                                                                                                                                                                               F 350sd King Ranch
## 1719                                                                                                                                                                                   F 350sd Lariat
## 1720                                                                                                                                                                                  F 350sd Limited
## 1721                                                                                                                                                                                 F 350sd Platinum
## 1722                                                                                                                                                                                       F 350sd Xl
## 1723                                                                                                                                                                                            F 450
## 1724                                                                                                                                                                                  F 450 11ft Dump
## 1725                                                                                                                                                                        F 450 12  Contractor Body
## 1726                                                                                                                                                                                      F 450 4 X 4
## 1727                                                                                                                                                                              F 450 4 X 4 Utility
## 1728                                                                                                                                               F 450 4x2 Truck W New Crysteel 11  Contractor Dump
## 1729                                                                                                                                                                                        F 450 4x4
## 1730                                                                                                                                                                          F 450 4x4 Flatbed Truck
## 1731                                                                                                                                                           F 450 4x4 Reg Cab W 9  Contractor Dump
## 1732                                                                                                                                                                  F 450 Altec 35 Foot Bucket Boom
## 1733                                                                                                                                                                                    F 450 Chassis
## 1734                                                                                                                                                                             F 450 Contractor 12 
## 1735                                                                                                                                                                      F 450 Crew Cab Dump Truck 6
## 1736                                                                                                                                                               F 450 Crew Cab Xl 4x2 Dump Bed Drw
## 1737                                                                                                                     F 450 Diesel   Contractor Body   Utility Box 6 0 Bulletproof   Low Low Miles
## 1738                                                                                                                                                                              F 450 Dually Lariat
## 1739                                                                                                                                                                                 F 450 Dump Truck
## 1740                                                                                                                                                                                 F 450 F450 F 450
## 1741                                                                                                                                                                                   F 450 Platinum
## 1742                                                                                                                                                                                 F 450 Repo Truck
## 1743                                                                                                                                                                                         F 450 Sd
## 1744                                                                                                                                                                     F 450 Sd 41 Foot 4x4 3 Point
## 1745                                                                                                                                                                             F 450 Stx Fx4 Dually
## 1746                                                                                                                                                                                  F 450 Super Cab
## 1747                                                                                                                                                                                 F 450 Super Duty
## 1748                                                                                                                                                                             F 450 Super Duty 4x4
## 1749                                                                                                                                                                      F 450 Super Duty 4x4 4dr Cr
## 1750                                                                                                                                                                        F 450 Super Duty 6 8l V10
## 1751                                                                                                                                                                    F 450 Super Duty Drw Platinum
## 1752                                                                                                                                                                      F 450 Super Duty King Ranch
## 1753                                                                                                                                                                          F 450 Super Duty Lariat
## 1754                                                                                                                                                                        F 450 Super Duty Lariat 4
## 1755                                                                                                                                                                        F 450 Super Duty Platinum
## 1756                                                                                                                                                      F 450 Super Duty Superduty Platinum Drw 4wd
## 1757                                                                                                                                                                                    F 450 Wrecker
## 1758                                                                                                                                                                                         F 450 Xl
## 1759                                                                                                                                                                                        F 450 Xlt
## 1760                                                                                                                                                                                          F 450sd
## 1761                                                                                                                                                                                            F 550
## 1762                                                                                                                                                                          F 550 11  Utility Truck
## 1763                                                                                                                                                                               F 550 11ft Flatbed
## 1764                                                                                                                                                                           F 550 12  Chipper Dump
## 1765                                                                                                                                                                          F 550 12  Utility Truck
## 1766                                                                                                                                                                           F 550 14  Plumber Body
## 1767                                                                                                                                                       F 550 4x2 Ext Cab W New 9  Contractor Dump
## 1768                                                                                                                                                F 550 4x2 Reg Cab New 9  Crysteel Contractor Dump
## 1769                                                                                                                                                                              F 550 4x4 Box Truck
## 1770                                                                                                                                                                                F 550 4x4 Flatbed
## 1771                                                                                                                                                 F 550 4x4 Reg Cab Fire Grass Truck Utility Truck
## 1772                                                                                                                                                                                F 550 9ft Flatbed
## 1773                                                                                                                                                                               F 550 Bucket Truck
## 1774                                                                                                                                                                                        F 550 Bus
## 1775                                                                                                                                                                F 550 Cab   Chas 4x4 Drw Snatcher
## 1776                                                                                                                                                                         F 550 Cab Chassis Diesel
## 1777                                                                                                                                                                                    F 550 Chassis
## 1778                                                                                                                                                                                   F 550 Crew Cab
## 1779                                                                                                                                                              F 550 Crew Cab Flat Bed Xlt 4x4 Drw
## 1780                                                                                                                                                                     F 550 Enclosed Service Truck
## 1781                                                                                                                                                                                 F 550 F550 F 550
## 1782                                                                                                                                                                             F 550 Flatbed Diesel
## 1783                                                                                                                                                                      F 550 Forestry Bucket Truck
## 1784                                                                                                                                                        F 550 Service Truck Under Deck Compressor
## 1785                                                                                                                                                                                 F 550 Super Duty
## 1786                                                                                                                                                                             F 550 Super Duty 4x4
## 1787                                                                                                                                                                   F 550 Super Duty Cab N Chassis
## 1788                                                                                                                                                                              F 550 Super Duty Xl
## 1789                                                                                                                                                                             F 550 Super Duty Xlt
## 1790                                                                                                                                                                                         F 550 Xl
## 1791                                                                                                                                                                      F 550 Xl 2wd Flatbed 7 3 Li
## 1792                                                                                                                                                               F 550 Xl Super Duty 6 0l V8 Diesel
## 1793                                                                                                                                                                                          F 550sd
## 1794                                                                                                                                                                                              F 6
## 1795                                                                                                                                                                                       F 640 Dump
## 1796                                                                                                                                                                                            F 650
## 1797                                                                                                                                                                                     F 650 Diesel
## 1798                                                                                                                                                                                       F 650 Dump
## 1799                                                                                                                                                                               F 650 Extended Cab
## 1800                                                                                                                                                                                         F 650 Sd
## 1801                                                                                                                                                                        F 650 Service Crane Truck
## 1802                                                                                                                                                                                 F 650 Super Duty
## 1803                                                                                                                                                                                          F 650sd
## 1804                                                                                                                                                                                            F 750
## 1805                                                                                                                                                                                           F 750 
## 1806                                                                                                                                                                               F 750 Bucket Truck
## 1807                                                                                                                                                                                   F 750 Crew Cab
## 1808                                                                                                                                                                                     F 750 Diesel
## 1809                                                                                                                                                                                       F 750 F750
## 1810                                                                                                                                                                      F 750 Forestry Bucket Truck
## 1811                                                                                                                                                                                   F 750 Rollback
## 1812                                                                                                                                                                                 F 750 Super Duty
## 1813                                                                                                                                                                                         F 750 Xl
## 1814                                                                                                                                                                                          F 750sd
## 1815                                                                                                                                                                                            F 800
## 1816                                                                                                                                                                                 F 8oo Dump Truck
## 1817                                                                                                                                                                                         F Series
## 1818                                                                                                                                                                                     F Super Dudy
## 1819                                                                                                                                                                                     F Super Duty
## 1820                                                                                                                                                                                      F Superduty
## 1821                                                                                                                                                                   F0ord Ranger Xl Suprcab V6 Rwd
## 1822                                                                                                                                                                                F0rd F150 Ext Cab
## 1823                                                                                                                                                                                               F1
## 1824                                                                                                                                                                                            F1 50
## 1825                                                                                                                                                                                       F1 Pick Up
## 1826                                                                                                                                                                                  F1 Pickup Truck
## 1827                                                                                                                                                                                             F100
## 1828                                                                                                                                                                                      F100 Costem
## 1829                                                                                                                                                                                      F100 Custom
## 1830                                                                                                                                                                                  F100 Custom Cab
## 1831                                                                                                                                                                                      F100 Pickup
## 1832                                                                                                                                                                                      F100 Ranger
## 1833                                                                                                                                                                                  F100 Ranger Xlt
## 1834                                                                                                                                                                                       F100 Truck
## 1835                                                                                                                                                                                            F1000
## 1836                                                                                                                                                                               F1250 Xlt Crew 4x4
## 1837                                                                                                                                                                                             F140
## 1838                                                                                                                                                                                             F150
## 1839                                                                                                                                                                                 F150   Triton V8
## 1840                                                                                                                                                                             F150  Eco Boost  4x4
## 1841                                                                                                                                                                         F150  Northland Edition 
## 1842                                                                                                                                                                                   F150  Platinum
## 1843                                                                                                                                                                                        F150  Xlt
## 1844                                                                                                                                                                                        F150 2011
## 1845                                                                                                                                                                                         F150 2wd
## 1846                                                                                                                                                                               F150 2wd Supercrew
## 1847                                                                                                                                                                                      F150 3 5 V6
## 1848                                                                                                                                                                                     F150 3dr Ext
## 1849                                                                                                                                                                                         F150 4 4
## 1850                                                                                                                                                                                       F150 4 X 4
## 1851                                                                                                                                                                                   F150 4door 4x4
## 1852                                                                                                                                                                                         F150 4wd
## 1853                                                                                                                                                                               F150 4wd F 150 4x4
## 1854                                                                                                                                                                        F150 4wd F 150 4x4 Lariat
## 1855                                                                                                                                                                      F150 4wd Truck F 150 Lariat
## 1856                                                                                                                                                                                         F150 4x4
## 1857                                                                                                                                                                                F150 4x4 Crew Cab
## 1858                                                                                                                                                                                F150 4x4 Heritage
## 1859                                                                                                                                                                                  F150 4x4 Lariat
## 1860                                                                                                                                                                        F150 4x4 Lariat 4wd F 150
## 1861                                                                                                                                                                            F150 4x4 Pickup Truck
## 1862                                                                                                                                                                                F150 4x4 Platinum
## 1863                                                                                                                                                                               F150 4x4 Supercrew
## 1864                                                                                                                                                                         F150 4x4 Supwer Crew Xlt
## 1865                                                                                                                                                                                     F150 4x4 Xlt
## 1866                                                                                                                                                                           F150 4x4 Xlt 4wd F 150
## 1867                                                                                                                                                                                F150 4x4 Xlt Crew
## 1868                                                                                                                                                                                     F150 4x4 Xtr
## 1869                                                                                                                                                                                        F150 7700
## 1870                                                                                                                                                                                    F150 7700 4x4
## 1871                                                                                                                                                                                         F150 8ft
## 1872                                                                                                                                                                                     F150 Cab Fx2
## 1873                                                                                                                                                                                    F150 Crew Cab
## 1874                                                                                                                                                                                F150 Crew Cab 4x4
## 1875                                                                                                                                                                            F150 Crew Cab 4x4 Xlt
## 1876                                                                                                                                                                         F150 Crew Cab King Ranch
## 1877                                                                                                                                                                                F150 Crew Cab Xlt
## 1878                                                                                                                                                                          F150 Crew Lariat 4wd V8
## 1879                                                                                                                                                                          F150 Crew Lariat V8 5 0
## 1880                                                                                                                                                                                F150 Crew Xlt 4x4
## 1881                                                                                                                                                                          F150 Crewcab Lariat 4x4
## 1882                                                                                                                                                                            F150 Crewcab Platinum
## 1883                                                                                                                                                                                 F150 Crewcab Xlt
## 1884                                                                                                                                                                                    F150 Ecoboost
## 1885                                                                                                                                                                                F150 Ecoboost 4x4
## 1886                                                                                                                                                                             F150 Ecoboost Lariat
## 1887                                                                                                                                                                                 F150 Ext Cab 4x4
## 1888                                                                                                                                                                             F150 Ext Cab 5 0 4x4
## 1889                                                                                                                                                                                F150 Extended 4dr
## 1890                                                                                                                                                                                F150 Extended Cab
## 1891                                                                                                                                                                            F150 Extended Cab 4x4
## 1892                                                                                                                                                                                   F150 Extra Cab
## 1893                                                                                                                                                                                  F150 Flare Side
## 1894                                                                                                                                                                                  F150 Fx 2 Sport
## 1895                                                                                                                                                                                         F150 Fx2
## 1896                                                                                                                                                                         F150 Fx2 Rwd 1 2 Ton Gas
## 1897                                                                                                                                                                        F150 Fx2 Rwd Half Ton Gas
## 1898                                                                                                                                                                                         F150 Fx4
## 1899                                                                                                                                                                                     F150 Fx4 4x4
## 1900                                                                                                                                                                         F150 Fx4 4x4 1 2 Ton Gas
## 1901                                                                                                                                                                        F150 Fx4 4x4 Half Ton Gas
## 1902                                                                                                                                                                           F150 Fx4 4x4 Supercrew
## 1903                                                                                                                                                                                 F150 Fx4 Crewcab
## 1904                                                                                                                                                                                F150 Fx4 Ecoboost
## 1905                                                                                                                                                                                F150 Fx4 Off Road
## 1906                                                                                                                                                                            F150 Fx4 Off Road 4x4
## 1907                                                                                                                                                                          F150 Fx4 Super Crew 4x4
## 1908                                                                                                                                                                               F150 Fx4 Supercrew
## 1909                                                                                                                                                                           F150 Fx4 Supercrew 4x4
## 1910                                                                                                                                                                        F150 Fxrew 4x44 Supercrew
## 1911                                                                                                                                                                                    F150 Heritage
## 1912                                                                                                                                                                                  F150 King Ranch
## 1913                                                                                                                                                                              F150 King Ranch 4x4
## 1914                                                                                                                                                                      F150 King Ranch 4x4 1 2 Ton
## 1915                                                                                                                                                                              F150 King Ranch Fx4
## 1916                                                                                                                                                                      F150 King Ranch Fx4 4x4 Gas
## 1917                                                                                                                                                                       F150 King Ranch Super Crew
## 1918                                                                                                                                                                                      F150 Lariat
## 1919                                                                                                                                                                                  F150 Lariat 4wd
## 1920                                                                                                                                                                            F150 Lariat 4wd F 150
## 1921                                                                                                                                                                        F150 Lariat 4wd F 150 4x4
## 1922                                                                                                                                                                                  F150 Lariat 4x4
## 1923                                                                                                                                                                      F150 Lariat 4x4 1 2 Ton Gas
## 1924                                                                                                                                                                         F150 Lariat 4x4 Crew Cab
## 1925                                                                                                                                                                         F150 Lariat 4x4 Half Ton
## 1926                                                                                                                                                                         F150 Lariat 4x4 Supercab
## 1927                                                                                                                                                                        F150 Lariat 4x4 Supercrew
## 1928                                                                                                                                                                             F150 Lariat Crew Cab
## 1929                                                                                                                                                                         F150 Lariat Ecoboost 4wd
## 1930                                                                                                                                                                                  F150 Lariat Fx4
## 1931                                                                                                                                                                              F150 Lariat Fx4 4x4
## 1932                                                                                                                                                                      F150 Lariat Fx4 4x4 1 2 Ton
## 1933                                                                                                                                                                          F150 Lariat Fx4 4x4 Gas
## 1934                                                                                                                                                                       F150 Lariat Fx4 Super Crew
## 1935                                                                                                                                                                        F150 Lariat Fx4 Supercrew
## 1936                                                                                                                                                                              F150 Lariat Limited
## 1937                                                                                                                                                                         F150 Lariat Rwd Half Ton
## 1938                                                                                                                                                                        F150 Lariat Sport 4x4 Gas
## 1939                                                                                                                                                                             F150 Lariat Supercab
## 1940                                                                                                                                                                            F150 Lariat Supercrew
## 1941                                                                                                                                                                        F150 Lariat Supercrew 4x4
## 1942                                                                                                                                                                                      F150 Lariet
## 1943                                                                                                                                                                               F150 Lightning Svt
## 1944                                                                                                                                                                                     F150 Limited
## 1945                                                                                                                                                                                 F150 Limited 4wd
## 1946                                                                                                                                                                         F150 Limited 4x4 1 2 Ton
## 1947                                                                                                                                                                        F150 Limited 4x4 Half Ton
## 1948                                                                                                                                                                                    F150 Long Bed
## 1949                                                                                                                                                                                     F150 Longbed
## 1950                                                                                                                                                                                          F150 Lt
## 1951                                                                                                                                                                                    F150 Off Road
## 1952                                                                                                                                                                                      F150 Pickup
## 1953                                                                                                                                                                                    F150 Platinum
## 1954                                                                                                                                                                      F150 Platinum 30 Ft Trailer
## 1955                                                                                                                                                                              F150 Platinum 4 X 4
## 1956                                                                                                                                                                                F150 Platinum 4x4
## 1957                                                                                                                                                                        F150 Platinum 4x4 1 2 Ton
## 1958                                                                                                                                                                       F150 Platinum 4x4 Half Ton
## 1959                                                                                                                                                                        F150 Platinum Fx4 4x4 Gas
## 1960                                                                                                                                                                                      F150 Raptor
## 1961                                                                                                                                                                                  F150 Raptor 4x4
## 1962                                                                                                                                                                      F150 Raptor 4x4 1 2 Ton Gas
## 1963                                                                                                                                                                         F150 Raptor 4x4 Half Ton
## 1964                                                                                                                                                                        F150 Raptor 6 2l 4x4 Crew
## 1965                                                                                                                                                                        F150 Raptor Supercrew 4x4
## 1966                                                                                                                                                                                     F150 Reg Cab
## 1967                                                                                                                                                                               F150 Reg Short Bed
## 1968                                                                                                                                                                                 F150 Regular Cab
## 1969                                                                                                                                                                             F150 Regular Cab 2wd
## 1970                                                                                                                                                                        F150 Regular Cab Long Bed
## 1971                                                                                                                                                                              F150 Regular Cab Xl
## 1972                                                                                                                                                                       F150 Regular Cab Xl Pickup
## 1973                                                                                                                                                                      F150 Regular Cab Xlt Pickup
## 1974                                                                                                                                                                      F150 Shelby Raptor Baja 4x4
## 1975                                                                                                                                                                                   F150 Short Bed
## 1976                                                                                                                                                                                       F150 Sport
## 1977                                                                                                                                                                                   F150 Sport 4x4
## 1978                                                                                                                                                                       F150 Sport 4x4 1 2 Ton Gas
## 1979                                                                                                                                                                                   F150 Sport Fx2
## 1980                                                                                                                                                                                F150 Stepside 4x4
## 1981                                                                                                                                                                                         F150 Stx
## 1982                                                                                                                                                                                     F150 Stx 4wd
## 1983                                                                                                                                                                           F150 Stx 4wd F 150 4x4
## 1984                                                                                                                                                                        F150 Stx 4wd Pickup Truck
## 1985                                                                                                                                                                                     F150 Stx 4x4
## 1986                                                                                                                                                                         F150 Stx 4x4 1 2 Ton Gas
## 1987                                                                                                                                                                        F150 Stx 4x4 Half Ton Gas
## 1988                                                                                                                                                                               F150 Stx Super Cab
## 1989                                                                                                                                                                                   F150 Super Cab
## 1990                                                                                                                                                                        F150 Super Cab     Loaded
## 1991                                                                                                                                                                               F150 Super Cab 4wd
## 1992                                                                                                                                                                               F150 Super Cab 4x4
## 1993                                                                                                                                                                           F150 Super Cab 4x4 Xlt
## 1994                                                                                                                                                                         F150 Super Cab Four Door
## 1995                                                                                                                                                                         F150 Super Cab Fx4 6 1 2
## 1996                                                                                                                                                                            F150 Super Cab Lariat
## 1997                                                                                                                                                                           F150 Super Cab Stx 4x4
## 1998                                                                                                                                                                        F150 Super Cab Stx Pickup
## 1999                                                                                                                                                                      F150 Super Cab Xl Pickup 4d
## 2000                                                                                                                                                                               F150 Super Cab Xlt
## 2001                                                                                                                                                                        F150 Super Cab Xlt Pickup
## 2002                                                                                                                                                                                  F150 Super Crew
## 2003                                                                                                                                                                          F150 Super Crew 4x4 Xlt
## 2004                                                                                                                                                                          F150 Super Crew 5 0 4x4
## 2005                                                                                                                                                                          F150 Super Crew Cab 4x4
## 2006                                                                                                                                                                        F150 Super Crew Cab L 4x4
## 2007                                                                                                                                                                      F150 Super Crew Cab Limited
## 2008                                                                                                                                                                              F150 Super Crew Fx4
## 2009                                                                                                                                                                          F150 Super Crew Fx4 4x4
## 2010                                                                                                                                                                           F150 Super Crew Xl 4x4
## 2011                                                                                                                                                                              F150 Super Crew Xlt
## 2012                                                                                                                                                                          F150 Super Crew Xlt 4x4
## 2013                                                                                                                                                                                F150 Supercab 4x4
## 2014                                                                                                                                                                        F150 Supercab Eddie Bauer
## 2015                                                                                                                                                                            F150 Supercab Stx 4x4
## 2016                                                                                                                                                                                 F150 Supercab Xl
## 2017                                                                                                                                                                                F150 Supercab Xlt
## 2018                                                                                                                                                                            F150 Supercab Xlt 4x4
## 2019                                                                                                                                                                                   F150 Supercrew
## 2020                                                                                                                                                                               F150 Supercrew 4wd
## 2021                                                                                                                                                                               F150 Supercrew 4x4
## 2022                                                                                                                                                                               F150 Supercrew Cab
## 2023                                                                                                                                                                       F150 Supercrew Cab   1 Own
## 2024                                                                                                                                                                           F150 Supercrew Cab 4x4
## 2025                                                                                                                                                                           F150 Supercrew Cab Fx2
## 2026                                                                                                                                                                           F150 Supercrew Cab Fx4
## 2027                                                                                                                                                                          F150 Supercrew Cab King
## 2028                                                                                                                                                                        F150 Supercrew Cab Lariat
## 2029                                                                                                                                                                       F150 Supercrew Cab Limited
## 2030                                                                                                                                                                      F150 Supercrew Cab Platinum
## 2031                                                                                                                                                                           F150 Supercrew Cab Stx
## 2032                                                                                                                                                                           F150 Supercrew Cab Svt
## 2033                                                                                                                                                                            F150 Supercrew Cab Xl
## 2034                                                                                                                                                                           F150 Supercrew Cab Xlt
## 2035                                                                                                                                                                       F150 Supercrew Cab Xlt 4x4
## 2036                                                                                                                                                                       F150 Supercrew Cab Xlt Pic
## 2037                                                                                                                                                                               F150 Supercrew Fx4
## 2038                                                                                                                                                                           F150 Supercrew Fx4 4wd
## 2039                                                                                                                                                                           F150 Supercrew Fx4 4x4
## 2040                                                                                                                                                                        F150 Supercrew King Ranch
## 2041                                                                                                                                                                            F150 Supercrew Lariat
## 2042                                                                                                                                                                        F150 Supercrew Lariat 4x4
## 2043                                                                                                                                                                          F150 Supercrew Platinum
## 2044                                                                                                                                                                      F150 Supercrew Platinum 4x4
## 2045                                                                                                                                                                               F150 Supercrew Stx
## 2046                                                                                                                                                                               F150 Supercrew Xlt
## 2047                                                                                                                                                                           F150 Supercrew Xlt 4x4
## 2048                                                                                                                                                                               F150 Svt Lightning
## 2049                                                                                                                                                                                  F150 Svt Raptor
## 2050                                                                                                                                                                              F150 Svt Raptor 4x4
## 2051                                                                                                                                                                          F150 Svt Raptor 4x4 Gas
## 2052                                                                                                                                                                                      F150 Triton
## 2053                                                                                                                                                                                       F150 Truck
## 2054                                                                                                                                                                                  F150 Work Truck
## 2055                                                                                                                                                                                        F150 Xcab
## 2056                                                                                                                                                                                          F150 Xl
## 2057                                                                                                                                                                                      F150 Xl 2wd
## 2058                                                                                                                                                                                      F150 Xl 4wd
## 2059                                                                                                                                                                                      F150 Xl 4x4
## 2060                                                                                                                                                                             F150 Xl Extended Cab
## 2061                                                                                                                                                                                      F150 Xl Fx4
## 2062                                                                                                                                                                                      F150 Xl Lwb
## 2063                                                                                                                                                                                  F150 Xl Reg Cab
## 2064                                                                                                                                                                                      F150 Xl Rwd
## 2065                                                                                                                                                                          F150 Xl Rwd 1 2 Ton Gas
## 2066                                                                                                                                                                               F150 Xl Single Cab
## 2067                                                                                                                                                                      F150 Xl Stx 4x4 1 2 Ton Gas
## 2068                                                                                                                                                                                F150 Xl Super Cab
## 2069                                                                                                                                                                                 F150 Xl Supercab
## 2070                                                                                                                                                                             F150 Xl Supercab 4x4
## 2071                                                                                                                                                                                   F150 Xl Triton
## 2072                                                                                                                                                                                         F150 Xlt
## 2073                                                                                                                                                                                     F150 Xlt 4×4
## 2074                                                                                                                                                                                     F150 Xlt 4wd
## 2075                                                                                                                                                                               F150 Xlt 4wd F 150
## 2076                                                                                                                                                                           F150 Xlt 4wd F 150 4x4
## 2077                                                                                                                                                                                     F150 Xlt 4x4
## 2078                                                                                                                                                                         F150 Xlt 4x4 1 2 Ton Gas
## 2079                                                                                                                                                                           F150 Xlt 4x4 Extra Cab
## 2080                                                                                                                                                                        F150 Xlt 4x4 Half Ton Gas
## 2081                                                                                                                                                                            F150 Xlt 4x4 Supercab
## 2082                                                                                                                                                                           F150 Xlt 4x4 Supercrew
## 2083                                                                                                                                                                               F150 Xlt 4x4 Truck
## 2084                                                                                                                                                                                    F150 Xlt Crew
## 2085                                                                                                                                                                                F150 Xlt Crew 4x4
## 2086                                                                                                                                                                                F150 Xlt Crew Cab
## 2087                                                                                                                                                                            F150 Xlt Crew Cab 4x4
## 2088                                                                                                                                                                            F150 Xlt Ecoboost 4x4
## 2089                                                                                                                                                                                F150 Xlt Ext  Cab
## 2090                                                                                                                                                                                 F150 Xlt Ext Cab
## 2091                                                                                                                                                                                   F150 Xlt F 150
## 2092                                                                                                                                                                                     F150 Xlt Fx4
## 2093                                                                                                                                                                         F150 Xlt Fx4 4x4 1 2 Ton
## 2094                                                                                                                                                                        F150 Xlt Fx4 4x4 Half Ton
## 2095                                                                                                                                                                                  F150 Xlt Lariat
## 2096                                                                                                                                                                              F150 Xlt Lariat 4x4
## 2097                                                                                                                                                                                  F150 Xlt Pickup
## 2098                                                                                                                                                                                   F150 Xlt Sport
## 2099                                                                                                                                                                               F150 Xlt Sport 4x4
## 2100                                                                                                                                                                       F150 Xlt Sport 4x4 1 2 Ton
## 2101                                                                                                                                                                      F150 Xlt Sport 4x4 Half Ton
## 2102                                                                                                                                                                              F150 Xlt Sport Crew
## 2103                                                                                                                                                                           F150 Xlt Sport Edition
## 2104                                                                                                                                                                              F150 Xlt Super Crew
## 2105                                                                                                                                                                                F150 Xlt Supercab
## 2106                                                                                                                                                                            F150 Xlt Supercab 4x4
## 2107                                                                                                                                                                      F150 Xlt Supercab Styleside
## 2108                                                                                                                                                                               F150 Xlt Supercrew
## 2109                                                                                                                                                                           F150 Xlt Supercrew 4wd
## 2110                                                                                                                                                                           F150 Xlt Supercrew 4x4
## 2111                                                                                                                                                                           F150 Xlt Supercrew Cab
## 2112                                                                                                                                                                            F150 Xlt Texas Editio
## 2113                                                                                                                                                                                  F150 Xlt Triton
## 2114                                                                                                                                                                               F150 Xlt Triton V8
## 2115                                                                                                                                                                         F150 Xlt Xtr 4x4 1 2 Ton
## 2116                                                                                                                                                                        F150 Xlt Xtr 4x4 Half Ton
## 2117                                                                                                                                                                                F150 Xtra Cab 4x4
## 2118                                                                                                                                                                                           F150xl
## 2119                                                                                                                                                                                          F150xlt
## 2120                                                                                                                                                                                      F150xlt 4x4
## 2121                                                                                                                                                                           F15o Fx 2 Sport Pickup
## 2122                                                                                                                                                                                 F15o Fx 4  Sport
## 2123                                                                                                                                                                                   F15o Fx4 Sport
## 2124                                                                                                                                                                             F15o Limited Edition
## 2125                                                                                                                                                                                            F2 50
## 2126                                                                                                                                                                               F2 50 Xtl Long Bed
## 2127                                                                                                                                                                                              F25
## 2128                                                                                                                                                                                             F250
## 2129                                                                                                                                                                              F250  X Cab  Diesel
## 2130                                                                                                                                                                                   F250 1969 F100
## 2131                                                                                                                                                                                         F250 4wd
## 2132                                                                                                                                                                                         F250 4x4
## 2133                                                                                                                                                                                  F250 4x4 Diesel
## 2134                                                                                                                                                                         F250 4x4 Diesel Crew Cab
## 2135                                                                                                                                                                                     F250 4x4 Fx4
## 2136                                                                                                                                                                                F250 4x4 Platinum
## 2137                                                                                                                                                                               F250 4x4 Xl Diesel
## 2138                                                                                                                                                                             F250 6 4l Diesel 4x4
## 2139                                                                                                                                                                                  F250 7 3 Diesel
## 2140                                                                                                                                                                              F250 Camper Special
## 2141                                                                                                                                                                                         F250 Cng
## 2142                                                                                                                                                                              F250 Cng Conversion
## 2143                                                                                                                                                                                        F250 Crew
## 2144                                                                                                                                                                                    F250 Crew 4x4
## 2145                                                                                                                                                                             F250 Crew 4x4 6 2 V8
## 2146                                                                                                                                                                                    F250 Crew Cab
## 2147                                                                                                                                                                                F250 Crew Cab 4x4
## 2148                                                                                                                                                                          F250 Crew Cab Automatic
## 2149                                                                                                                                                                             F250 Crew Cab Diesel
## 2150                                                                                                                                                                             F250 Crew Cab Lariat
## 2151                                                                                                                                                                           F250 Crew Cab Long Bed
## 2152                                                                                                                                                                         F250 Deisel Power Stroke
## 2153                                                                                                                                                                      F250 Deisel Powerstroke 4x4
## 2154                                                                                                                                                                                      F250 Diesel
## 2155                                                                                                                                                                                  F250 Diesel 4x4
## 2156                                                                                                                                                                         F250 Diesel 4x4 Crew Cab
## 2157                                                                                                                                                                         F250 Diesel Pickup Truck
## 2158                                                                                                                                                                         F250 Diesel Power Stroke
## 2159                                                                                                                                                                          F250 Diesel Powerstroke
## 2160                                                                                                                                                                      F250 Diesel Powerstroke 4x4
## 2161                                                                                                                                                                      F250 Diesel Powerstroke Fx4
## 2162                                                                                                                                                                      F250 Diesel Powerstroke Xlt
## 2163                                                                                                                                                                           F250 Diesel Super Duty
## 2164                                                                                                                                                                                   F250 Diesel Xl
## 2165                                                                                                                                                                        F250 Diesels Power Stroke
## 2166                                                                                                                                                                         F250 Diesels Powerstroke
## 2167                                                                                                                                                                                     F250 Ext 4x4
## 2168                                                                                                                                                                                     F250 Ext Cab
## 2169                                                                                                                                                                                 F250 Ext Cab 4x4
## 2170                                                                                                                                                                        F250 Extra Cab 4x4 Diesel
## 2171                                                                                                                                                                                F250 Flat Bed 4x4
## 2172                                                                                                                                                                              F250 Fx4 Diesel 4x4
## 2173                                                                                                                                                                                  F250 King Ranch
## 2174                                                                                                                                                                              F250 King Ranch 4x4
## 2175                                                                                                                                                                                      F250 Lariat
## 2176                                                                                                                                                                                  F250 Lariat 4x4
## 2177                                                                                                                                                                           F250 Lariat 4x4 Diesel
## 2178                                                                                                                                                                       F250 Lariat Crew Cab Sd Lb
## 2179                                                                                                                                                                         F250 Lariat Diesel Truck
## 2180                                                                                                                                                                                  F250 Lariat Fx4
## 2181                                                                                                                                                                           F250 Lariat King Ranch
## 2182                                                                                                                                                                            F250 Lariat Lightduty
## 2183                                                                                                                                                                           F250 Lariat Super Duty
## 2184                                                                                                                                                                                          F250 Ld
## 2185                                                                                                                                                                                      F250 Manual
## 2186                                                                                                                                                                                F250 Platinum 4x4
## 2187                                                                                                                                                                         F250 Power Stroke Lariat
## 2188                                                                                                                                                                       F250 Power Stroke Platinum
## 2189                                                                                                                                                                             F250 Powerstoke 7 3l
## 2190                                                                                                                                                                                 F250 Powerstroke
## 2191                                                                                                                                                                          F250 Powerstroke Diesel
## 2192                                                                                                                                                                        F250 Powerstroke King Fx4
## 2193                                                                                                                                                                          F250 Powerstroke Lariat
## 2194                                                                                                                                                                         F250 Powerstroke Xlt 4x4
## 2195                                                                                                                                                                         F250 Powerstroke Xlt Fx4
## 2196                                                                                                                                                                                         F250 Psd
## 2197                                                                                                                                                                                  F250 R Cabl Bed
## 2198                                                                                                                                                                                      F250 Ranger
## 2199                                                                                                                                                                                     F250 Reg Cab
## 2200                                                                                                                                                                       F250 Regular Cab Automatic
## 2201                                                                                                                                                                                      F250 S Crew
## 2202                                                                                                                                                                                          F250 Sd
## 2203                                                                                                                                                                                F250 Sd 4d Lariet
## 2204                                                                                                                                                                                   F250 Sd 4x4 Xl
## 2205                                                                                                                                                                                      F250 Sd Xlt
## 2206                                                                                                                                                                                     F250 Service
## 2207                                                                                                                                                                                         F250 Srw
## 2208                                                                                                                                                                                   F250 Step Side
## 2209                                                                                                                                                                               F250 Super Cab 4x4
## 2210                                                                                                                                                                         F250 Super Cab Short Bed
## 2211                                                                                                                                                                               F250 Super Cab Xlt
## 2212                                                                                                                                                                                  F250 Super Duty
## 2213                                                                                                                                                                             F250 Super Duty  V10
## 2214                                                                                                                                                                              F250 Super Duty 4x4
## 2215                                                                                                                                                                       F250 Super Duty 4x4 Diesel
## 2216                                                                                                                                                                       F250 Super Duty 4x4 Lariat
## 2217                                                                                                                                                                             F250 Super Duty 6 2l
## 2218                                                                                                                                                                              F250 Super Duty 7 3
## 2219                                                                                                                                                                       F250 Super Duty 7 3 Diesel
## 2220                                                                                                                                                                           F250 Super Duty Cab Xl
## 2221                                                                                                                                                                             F250 Super Duty Crew
## 2222                                                                                                                                                                         F250 Super Duty Crew Cab
## 2223                                                                                                                                                                       F250 Super Duty Crew Cab L
## 2224                                                                                                                                                                      F250 Super Duty Crew Cab Xl
## 2225                                                                                                                                                                           F250 Super Duty Diesel
## 2226                                                                                                                                                                          F250 Super Duty Ext Cab
## 2227                                                                                                                                                                              F250 Super Duty Fx4
## 2228                                                                                                                                                                       F250 Super Duty King Ranch
## 2229                                                                                                                                                                           F250 Super Duty Lariat
## 2230                                                                                                                                                                       F250 Super Duty Lariat 4x4
## 2231                                                                                                                                                                         F250 Super Duty Platinum
## 2232                                                                                                                                                                      F250 Super Duty Powerstroke
## 2233                                                                                                                                                                      F250 Super Duty Regular Cab
## 2234                                                                                                                                                                              F250 Super Duty Stx
## 2235                                                                                                                                                                        F250 Super Duty Super Cab
## 2236                                                                                                                                                                               F250 Super Duty Xl
## 2237                                                                                                                                                                              F250 Super Duty Xlt
## 2238                                                                                                                                                                                F250 Supercab 4wd
## 2239                                                                                                                                                                                   F250 Supercrew
## 2240                                                                                                                                                                                   F250 Superduty
## 2241                                                                                                                                                                            F250 Superduty 4wd Xl
## 2242                                                                                                                                                                        F250 Superduty 7 3 Diesel
## 2243                                                                                                                                                                                F250 Turbo Diesel
## 2244                                                                                                                                                                         F250 Utility Bed  Boxes 
## 2245                                                                                                                                                                             F250 Utility Bed V10
## 2246                                                                                                                                                                                         F250 V10
## 2247                                                                                                                                                                                     F250 V8 Auto
## 2248                                                                                                                                                                                        F250 Xcab
## 2249                                                                                                                                                                                          F250 Xl
## 2250                                                                                                                                                                                      F250 Xl 4wd
## 2251                                                                                                                                                                                      F250 Xl 4x4
## 2252                                                                                                                                                                          F250 Xl 4x4 3 4 Ton Gas
## 2253                                                                                                                                                                               F250 Xl 4x4 Diesel
## 2254                                                                                                                                                                                 F250 Xl Crew 4x4
## 2255                                                                                                                                                                                  F250 Xl Crew Sb
## 2256                                                                                                                                                                               F250 Xl Super Duty
## 2257                                                                                                                                                                                         F250 Xlt
## 2258                                                                                                                                                                                     F250 Xlt 4x4
## 2259                                                                                                                                                                         F250 Xlt 4x4 3 4 Ton Gas
## 2260                                                                                                                                                                                F250 Xlt 4x4 Crew
## 2261                                                                                                                                                                        F250 Xlt 4x4 Diesel Truck
## 2262                                                                                                                                                                                F250 Xlt Crew 4x4
## 2263                                                                                                                                                                            F250 Xlt Crew Cab 4x4
## 2264                                                                                                                                                                                  F250 Xlt Diesel
## 2265                                                                                                                                                                              F250 Xlt Diesel 4x4
## 2266                                                                                                                                                                                     F250 Xlt Fx4
## 2267                                                                                                                                                                                   F250 Xlt Hd Lb
## 2268                                                                                                                                                                                  F250 Xlt Lariat
## 2269                                                                                                                                                                               F250 Xlt Super Cab
## 2270                                                                                                                                                                              F250 Xlt Super Duty
## 2271                                                                                                                                                                          F250 Xlt Super Duty 4dr
## 2272                                                                                                                                                                          F250 Xlt Super Duty 4x4
## 2273                                                                                                                                                                                  F250f2 Crew Cab
## 2274                                                                                                                                                                                           F250hd
## 2275                                                                                                                                                                                           F250sd
## 2276                                                                                                                                                                                    F250sd Lariat
## 2277                                                                                                                                                                                          F250xlt
## 2278                                                                                                                                                                              F25o Superduty Crew
## 2279                                                                                                                                                                                             F260
## 2280                                                                                                                                                                                               F3
## 2281                                                                                                                                                                                             F300
## 2282                                                                                                                                                                                              F35
## 2283                                                                                                                                                                                             F350
## 2284                                                                                                                                                                                        F350  Xlt
## 2285                                                                                                                                                                                         F350 2wd
## 2286                                                                                                                                                                       F350 2wd 4dr Dually Diesel
## 2287                                                                                                                                                                               F350 4 Wd Dull 4dr
## 2288                                                                                                                                                                                         F350 4wd
## 2289                                                                                                                                                                                 F350 4x2 Reg Cab
## 2290                                                                                                                                                                                         F350 4x4
## 2291                                                                                                                                                                             F350 4x4 Bulletproof
## 2292                                                                                                                                                                                F350 4x4 Crew Cab
## 2293                                                                                                                                                                                  F350 4x4 Diesel
## 2294                                                                                                                                                                                  F350 4x4 Dually
## 2295                                                                                                                                                                           F350 4x4 Dually 5 Spd 
## 2296                                                                                                                                                                                   F350 4x4 F 350
## 2297                                                                                                                                                                                  F350 4x4 Lariat
## 2298                                                                                                                                                                              F350 4x4 Super Duty
## 2299                                                                                                                                                                                   F350 4x4 Truck
## 2300                                                                                                                                                                                     F350 5 4 Van
## 2301                                                                                                                                                                                        F350 7 3l
## 2302                                                                                                                                                                        F350 7 3l Diesel 4x4 Crew
## 2303                                                                                                                                                                           F350 Altec 35ft Bucket
## 2304                                                                                                                                                                                 F350 Crane Truck
## 2305                                                                                                                                                                                        F350 Crew
## 2306                                                                                                                                                                                    F350 Crew Cab
## 2307                                                                                                                                                                                F350 Crew Cab 4wd
## 2308                                                                                                                                                                                F350 Crew Cab 4x4
## 2309                                                                                                                                                                       F350 Crew Cab 4x4 Flat Bed
## 2310                                                                                                                                                                             F350 Crew Cab Diesel
## 2311                                                                                                                                                                             F350 Crew Cab Lariat
## 2312                                                                                                                                                                           F350 Crew Cab Platinum
## 2313                                                                                                                                                                         F350 Crew Cab Super Duty
## 2314                                                                                                                                                                                 F350 Crew Dually
## 2315                                                                                                                                                                            F350 Crew Flatbed 4x4
## 2316                                                                                                                                                                         F350 Crew Flatbed Dually
## 2317                                                                                                                                                                        F350 Crew Flatbed Utility
## 2318                                                                                                                                                                          F350 Crewcab Lariat 4x4
## 2319                                                                                                                                                                         F350 Deisel Power Stroke
## 2320                                                                                                                                                                          F350 Deisel Powerstroke
## 2321                                                                                                                                                                      F350 Deisel Powerstroke 4x4
## 2322                                                                                                                                                                      F350 Deisel Powerstroke Fx4
## 2323                                                                                                                                                                      F350 Deisel Powerstroke Xlt
## 2324                                                                                                                                                                                      F350 Diesel
## 2325                                                                                                                                                                               F350 Diesel Dually
## 2326                                                                                                                                                                                F350 Diesel Dualy
## 2327                                                                                                                                                                         F350 Diesel Power Stroke
## 2328                                                                                                                                                                          F350 Diesel Powerstroke
## 2329                                                                                                                                                                      F350 Diesel Powerstroke 4x4
## 2330                                                                                                                                                                      F350 Diesel Powerstroke Fx4
## 2331                                                                                                                                                                      F350 Diesel Powerstroke Xlt
## 2332                                                                                                                                                                        F350 Diesels Power Stroke
## 2333                                                                                                                                                                         F350 Diesels Powerstroke
## 2334                                                                                                                                                                                         F350 Drw
## 2335                                                                                                                                                                                     F350 Drw 4x4
## 2336                                                                                                                                                                                      F350 Dually
## 2337                                                                                                                                                                               F350 Dually Diesel
## 2338                                                                                                                                                                              F350 Dually Utility
## 2339                                                                                                                                                                                  F350 Dump Truck
## 2340                                                                                                                                                                                     F350 Ext Cab
## 2341                                                                                                                                                                                 F350 Ext Cab 4x4
## 2342                                                                                                                                                                                        F350 F250
## 2343                                                                                                                                                                                     F350 Flatbed
## 2344                                                                                                                                                                              F350 Fx4 King Ranch
## 2345                                                                                                                                                                                  F350 King Ranch
## 2346                                                                                                                                                                              F350 King Ranch 6 0
## 2347                                                                                                                                                                                      F350 Lariat
## 2348                                                                                                                                                                                  F350 Lariat 4x4
## 2349                                                                                                                                                                           F350 Lariat 4x4 Diesel
## 2350                                                                                                                                                                             F350 Lariat Crew 4x4
## 2351                                                                                                                                                                             F350 Lariat Crew Fx4
## 2352                                                                                                                                                                               F350 Lariat Diesel
## 2353                                                                                                                                                                               F350 Lariat Dually
## 2354                                                                                                                                                                                  F350 Lariat Fx4
## 2355                                                                                                                                                                             F350 Lariat Fx4 Crew
## 2356                                                                                                                                                                              F350 Lariat Srw 4x4
## 2357                                                                                                                                                                       F350 Lariat Super Duty 4x4
## 2358                                                                                                                                                                                     F350 Pick Up
## 2359                                                                                                                                                                                    F350 Platinum
## 2360                                                                                                                                                                         F350 Platinum 6 7 Diesel
## 2361                                                                                                                                                                         F350 Power Stroke Lariat
## 2362                                                                                                                                                                        F350 Power Stroke Limited
## 2363                                                                                                                                                                       F350 Power Stroke Platinum
## 2364                                                                                                                                                                        F350 Power Stroke Xlt 4x4
## 2365                                                                                                                                                                                 F350 Powerstroke
## 2366                                                                                                                                                                        F350 Powerstroke King 4x4
## 2367                                                                                                                                                                          F350 Powerstroke Lariat
## 2368                                                                                                                                                                         F350 Powerstroke Limited
## 2369                                                                                                                                                                        F350 Powerstroke Platinum
## 2370                                                                                                                                                                         F350 Powerstroke Xlt 4x4
## 2371                                                                                                                                                                         F350 Powerstroke Xlt Fx4
## 2372                                                                                                                                                                                          F350 Sd
## 2373                                                                                                                                                                                       F350 Spdty
## 2374                                                                                                                                                                                  F350 Suoer Duty
## 2375                                                                                                                                                                                F350 Super Camper
## 2376                                                                                                                                                                                  F350 Super Duty
## 2377                                                                                                                                                                           F350 Super Duty 4wd Lb
## 2378                                                                                                                                                                              F350 Super Duty 4x4
## 2379                                                                                                                                                                         F350 Super Duty Crew Cab
## 2380                                                                                                                                                                       F350 Super Duty Crew Cab K
## 2381                                                                                                                                                                       F350 Super Duty Crew Cab L
## 2382                                                                                                                                                                       F350 Super Duty Crew Cab X
## 2383                                                                                                                                                                          F350 Super Duty Crewcab
## 2384                                                                                                                                                                           F350 Super Duty Diesel
## 2385                                                                                                                                                                              F350 Super Duty Drw
## 2386                                                                                                                                                                        F350 Super Duty Kingranch
## 2387                                                                                                                                                                           F350 Super Duty Larait
## 2388                                                                                                                                                                           F350 Super Duty Lariat
## 2389                                                                                                                                                                       F350 Super Duty Lariat 4x4
## 2390                                                                                                                                                                           F350 Super Duty Lariet
## 2391                                                                                                                                                                         F350 Super Duty Platinum
## 2392                                                                                                                                                                       F350 Super Duty Regular Ca
## 2393                                                                                                                                                                      F350 Super Duty Regular Cab
## 2394                                                                                                                                                            F350 Super Duty Regular Cab   Chassis
## 2395                                                                                                                                                                        F350 Super Duty Super Cab
## 2396                                                                                                                                                              F350 Super Duty Super Cab   Chassis
## 2397                                                                                                                                                                               F350 Super Duty Xl
## 2398                                                                                                                                                                              F350 Super Duty Xlt
## 2399                                                                                                                                                                          F350 Super Duty Xlt 4x4
## 2400                                                                                                                                                                                    F350 Supercab
## 2401                                                                                                                                                                                F350 Supercab 7 3
## 2402                                                                                                                                                                         F350 Supercab 7 3 Diesel
## 2403                                                                                                                                                                            F350 Supercrew Dually
## 2404                                                                                                                                                                                   F350 Superduty
## 2405                                                                                                                                                                                F350 Superduty Xl
## 2406                                                                                                                                                                           F350 Superduty Xlt 4x4
## 2407                                                                                                                                                                               F350 Supr Duty Drw
## 2408                                                                                                                                                                                   F350 Tow Truck
## 2409                                                                                                                                                                                     F350 Utility
## 2410                                                                                                                                                                              F350 Utility Dually
## 2411                                                                                                                                                                          F350 Utility Tool Truck
## 2412                                                                                                                                                                               F350 Utility Truck
## 2413                                                                                                                                                                                  F350 Work Truck
## 2414                                                                                                                                                                                          F350 Xl
## 2415                                                                                                                                                                   F350 Xl 4dr Crew Diesel Dually
## 2416                                                                                                                                                                               F350 Xl 4x4 Diesel
## 2417                                                                                                                                                                                 F350 Xl 4x4 F350
## 2418                                                                                                                                                                          F350 Xl Crew 4x4 Diesel
## 2419                                                                                                                                                                               F350 Xl Diesel 4x4
## 2420                                                                                                                                                                          F350 Xl Fx4 4x4 One Ton
## 2421                                                                                                                                                                               F350 Xl Super Duty
## 2422                                                                                                                                                                            F350 Xl Utility Truck
## 2423                                                                                                                                                                                         F350 Xlt
## 2424                                                                                                                                                                         F350 Xlt 6 7l Diesel 4x4
## 2425                                                                                                                                                                            F350 Xlt Crew Cab 4x4
## 2426                                                                                                                                                                              F350 Xlt Diesel 4x4
## 2427                                                                                                                                                                                  F350 Xlt Dually
## 2428                                                                                                                                                                                F350 Xlt Flat Bed
## 2429                                                                                                                                                                         F350 Xlt Fx4 4x4 One Ton
## 2430                                                                                                                                                                           F350 Xlt Lariat 6 2gas
## 2431                                                                                                                                                                               F350 Xlt Stake Bed
## 2432                                                                                                                                                                              F350 Xlt Super Duty
## 2433                                                                                                                                                                                            F3500
## 2434                                                                                                                                                                                           F350sd
## 2435                                                                                                                                                                                          F350xlt
## 2436                                                                                                                                                                                             F35o
## 2437                                                                                                                                                                                  F360 King Ranch
## 2438                                                                                                                                                                                               F4
## 2439                                                                                                                                                                                              F45
## 2440                                                                                                                                                                                             F450
## 2441                                                                                                                                                                       F450 10  Contactor Utility
## 2442                                                                                                                                                                               F450 12  Stake Bed
## 2443                                                                                                                                                             F450 12ft Stakebed  Power Lift Gate 
## 2444                                                                                                                                                                                         F450 2wd
## 2445                                                                                                                                                                                         F450 4x4
## 2446                                                                                                                                                                                F450 4x4 Crew Cab
## 2447                                                                                                                                                                      F450 4x4 Hydraulic Liftgate
## 2448                                                                                                                                                                                         F450 750
## 2449                                                                                                                                                                                   F450 Box Truck
## 2450                                                                                                                                                                               F450 Bucket Diesel
## 2451                                                                                                                                                                                F450 Bucket Truck
## 2452                                                                                                                                                                         F450 Deisel Power Stroke
## 2453                                                                                                                                                                          F450 Deisel Powerstroke
## 2454                                                                                                                                                                       F450 Deisel Powerstroke Xl
## 2455                                                                                                                                                                              F450 Diesel Flatbed
## 2456                                                                                                                                                                         F450 Diesel Power Stroke
## 2457                                                                                                                                                                      F450 Diesel Power Stroke Xl
## 2458                                                                                                                                                                          F450 Diesel Powerstroke
## 2459                                                                                                                                                                      F450 Diesel Powerstroke 4x4
## 2460                                                                                                                                                                      F450 Diesel Powerstroke Fx4
## 2461                                                                                                                                                                        F450 Diesels Power Stroke
## 2462                                                                                                                                                                         F450 Diesels Powerstroke
## 2463                                                                                                                                                                       F450 Dually Diesel Utility
## 2464                                                                                                                                                                           F450 Dump Truck Diesel
## 2465                                                                                                                                                                               F450 Econoline Bus
## 2466                                                                                                                                                                                        F450 F750
## 2467                                                                                                                                                                                     F450 Flatbed
## 2468                                                                                                                                                                                      F450 Lariat
## 2469                                                                                                                                                                                  F450 Lariat 4wd
## 2470                                                                                                                                                                                    F450 Platinum
## 2471                                                                                                                                                                                F450 Platinum 4x4
## 2472                                                                                                                                                                         F450 Power Stroke Lariat
## 2473                                                                                                                                                                        F450 Powerstroke King Fx4
## 2474                                                                                                                                                                          F450 Powerstroke Lariat
## 2475                                                                                                                                                                        F450 Powerstroke Platinum
## 2476                                                                                                                                                                                 F450 Regular Cab
## 2477                                                                                                                                                                                          F450 Sd
## 2478                                                                                                                                                                                       F450 Sd Xl
## 2479                                                                                                                                                                                 F450 Shuttle Bus
## 2480                                                                                                                                                                                  F450 Super Duty
## 2481                                                                                                                                                                             F450 Super Duty Crew
## 2482                                                                                                                                                                         F450 Super Duty Crew Cab
## 2483                                                                                                                                                               F450 Super Duty Crew Cab   Chassis
## 2484                                                                                                                                                                       F450 Super Duty King Ranch
## 2485                                                                                                                                                                      F450 Super Duty Powerstroke
## 2486                                                                                                                                                            F450 Super Duty Regular Cab   Chassis
## 2487                                                                                                                                                              F450 Super Duty Super Cab   Chassis
## 2488                                                                                                                                                                               F450 Super Duty Xl
## 2489                                                                                                                                                                                   F450 Superduty
## 2490                                                                                                                                                                           F450 Utility Box Truck
## 2491                                                                                                                                                                            F450 Utility Tow Body
## 2492                                                                                                                                                                          F450 Utility Truck F550
## 2493                                                                                                                                                                                          F450 Xl
## 2494                                                                                                                                                                        F450 Xl Dump Truck Diesel
## 2495                                                                                                                                                                               F450 Xl Super Duty
## 2496                                                                                                                                                                                         F450 Xlt
## 2497                                                                                                                                                                                           F450sd
## 2498                                                                                                                                                                                               F5
## 2499                                                                                                                                                                                   F50 Lariat 4wd
## 2500                                                                                                                                                                                             F500
## 2501                                                                                                                                                                                             F550
## 2502                                                                                                                                                                                         F550 4x4
## 2503                                                                                                                                                                               F550 4x4 Bucket Tk
## 2504                                                                                                                                                                                F550 4x4 Crew Cab
## 2505                                                                                                                                                                          F550 4x4 Diesel Flatbed
## 2506                                                                                                                                                                         F550 4x4 Flat Bed Diesel
## 2507                                                                                                                                                                                   F550 Box Truck
## 2508                                                                                                                                                                          F550 Box Truck Delivery
## 2509                                                                                                                                                                                F550 Bucket Truck
## 2510                                                                                                                                                                                         F550 Bus
## 2511                                                                                                                                                                                      F550 Diesel
## 2512                                                                                                                                                                                      F550 Dually
## 2513                                                                                                                                                                                  F550 Dump Trcuk
## 2514                                                                                                                                                                             F550 Flatbed V10 Gas
## 2515                                                                                                                                                                                      F550 Lariat
## 2516                                                                                                                                                                             F550 Mechanics Truck
## 2517                                                                                                                                                                        F550 Reg Cab 12  Flat Bed
## 2518                                                                                                                                                                                          F550 Sd
## 2519                                                                                                                                                                                       F550 Super
## 2520                                                                                                                                                                                  F550 Super Duty
## 2521                                                                                                                                                                              F550 Super Duty 4wd
## 2522                                                                                                                                                                              F550 Super Duty 4x4
## 2523                                                                                                                                                                              F550 Super Duty Bus
## 2524                                                                                                                                                               F550 Super Duty Crew Cab   Chassis
## 2525                                                                                                                                                                       F550 Super Duty Crew Cab H
## 2526                                                                                                                                                                           F550 Super Duty Diesel
## 2527                                                                                                                                                                       F550 Super Duty Regular Ca
## 2528                                                                                                                                                            F550 Super Duty Regular Cab   Chassis
## 2529                                                                                                                                                                      F550 Super Duty Rollback Wr
## 2530                                                                                                                                                                                   F550 Superduty
## 2531                                                                                                                                                                                F550 Superduty Xl
## 2532                                                                                                                                                                        F550 Utility Bucket Truck
## 2533                                                                                                                                                                               F550 Utility Truck
## 2534                                                                                                                                                                                          F550 Xl
## 2535                                                                                                                                                                                 F550 Xl Crew Cab
## 2536                                                                                                                                                                               F550 Xl Super Duty
## 2537                                                                                                                                                                                         F550 Xlt
## 2538                                                                                                                                                                                          F5500sd
## 2539                                                                                                                                                                                           F550hd
## 2540                                                                                                                                                                                              F59
## 2541                                                                                                                                                                                             F600
## 2542                                                                                                                                                                                             F650
## 2543                                                                                                                                                                       F650 6 Door Custom Stretch
## 2544                                                                                                                                                                                    F650 Crew Cab
## 2545                                                                                                                                                                                    F650 Dump Bed
## 2546                                                                                                                                                                                  F650 Dump Truck
## 2547                                                                                                                                                                       F650 Service Truck W Crane
## 2548                                                                                                                                                                             F650 Super Excursion
## 2549                                                                                                                                                                                F650 Supercrewzer
## 2550                                                                                                                                                                                         F650 Xlt
## 2551                                                                                                                                                                                           F650xl
## 2552                                                                                                                                                                                          F650xlt
## 2553                                                                                                                                                                                             F660
## 2554                                                                                                                                                                                             F700
## 2555                                                                                                                                                                                      F700 Diesel
## 2556                                                                                                                                                                                            F7000
## 2557                                                                                                                                                                                            F700f
## 2558                                                                                                                                                                                             F750
## 2559                                                                                                                                                                                    F750 26ft Box
## 2560                                                                                                                                                                              F750 26ft Box Truck
## 2561                                                                                                                                                                           F750 Boom Bucket Truck
## 2562                                                                                                                                                                                F750 Bucket Truck
## 2563                                                                                                                                                                                        F750 Dump
## 2564                                                                                                                                                                      F750 Four Car Hauler Rollba
## 2565                                                                                                                                                                       F750 Service Truck W Crane
## 2566                                                                                                                                                                                  F750 Super Duty
## 2567                                                                                                                                                                                          F750 Xl
## 2568                                                                                                                                                                            F750sd Cummins Diesel
## 2569                                                                                                                                                                                             F800
## 2570                                                                                                                                                                                  F800 Dump Truck
## 2571                                                                                                                                                                      F800 Flatbed Stakebed Truck
## 2572                                                                                                                                                                                     F800 Rolloff
## 2573                                                                                                                                                                                             F8oo
## 2574                                                                                                                                                                                  F8oo Dump Truck
## 2575                                                                                                                                                                                  Factory Five 33
## 2576                                                                                                                                                                                        Fairlaine
## 2577                                                                                                                                                                                         Fairlane
## 2578                                                                                                                                                                                     Fairlane 500
## 2579                                                                                                                                                                             Fairlane 500 Galaxie
## 2580                                                                                                                                                                            Fairlane 500 Skyliner
## 2581                                                                                                                                                                            Fairlane 500 Victoria
## 2582                                                                                                                                                                         Fairlane Continental Kit
## 2583                                                                                                                                                                                     Fairlane Gta
## 2584                                                                                                                                                                                Fairlane Ranchero
## 2585                                                                                                                                                                                         Fairmont
## 2586                                                                                                                                                                                           Falcon
## 2587                                                                                                                                                                               Falcon Convertible
## 2588                                                                                                                                                                                 Falcon Econoline
## 2589                                                                                                                                                                                    Falcon Futura
## 2590                                                                                                                                                                        Falcon Futura Conv  Sport
## 2591                                                                                                                                                                                  Falcon Ranchero
## 2592                                                                                                                                                                                    Falcon Sprint
## 2593                                                                                                                                                                                     Falcon Wagon
## 2594                                                                                                                                                                                           Fd 150
## 2595                                                                                                                                                                                          Festiva
## 2596                                                                                                                                                                                           Fiesta
## 2597                                                                                                                                                                                 Fiesta 5dr Hb Se
## 2598                                                                                                                                                                                        Fiesta At
## 2599                                                                                                                                                                                 Fiesta Hatchback
## 2600                                                                                                                                                                                      Fiesta Hb S
## 2601                                                                                                                                                                                     Fiesta Hb Se
## 2602                                                                                                                                                                                         Fiesta S
## 2603                                                                                                                                                                               Fiesta S Hatchback
## 2604                                                                                                                                                                                   Fiesta S Sedan
## 2605                                                                                                                                                                                     Fiesta Sdn S
## 2606                                                                                                                                                                                        Fiesta Se
## 2607                                                                                                                                                                          Fiesta Se 4dr Hatchback
## 2608                                                                                                                                                                              Fiesta Se 4dr Sedan
## 2609                                                                                                                                                                              Fiesta Se Automatic
## 2610                                                                                                                                                                      Fiesta Se Fwd Gas Hatchback
## 2611                                                                                                                                                                          Fiesta Se Fwd Gas Sedan
## 2612                                                                                                                                                                                  Fiesta Se Hatch
## 2613                                                                                                                                                                              Fiesta Se Hatchback
## 2614                                                                                                                                                                           Fiesta Se Hatchback 4d
## 2615                                                                                                                                                                                  Fiesta Se Sedan
## 2616                                                                                                                                                                               Fiesta Se Sedan 4d
## 2617                                                                                                                                                                       Fiesta Se W  Backup Camera
## 2618                                                                                                                                                                                     Fiesta Sedan
## 2619                                                                                                                                                                                       Fiesta Sel
## 2620                                                                                                                                                                                       Fiesta Ses
## 2621                                                                                                                                                                             Fiesta Ses Hatchback
## 2622                                                                                                                                                                                Fiesta Ses Manual
## 2623                                                                                                                                                                                       Fiesta Sfe
## 2624                                                                                                                                                                                        Fiesta St
## 2625                                                                                                                                                                      Fiesta St Fwd Gas Hatchback
## 2626                                                                                                                                                                           Fiesta St Hatchback 4d
## 2627                                                                                                                                                                                  Fiesta Titanium
## 2628                                                                                                                                                                        Fiesta Titanium 4dr Sedan
## 2629                                                                                                                                                                       Fiesta Titanium 5 Spd Manu
## 2630                                                                                                                                                                        Fiesta Titanium Hatchback
## 2631                                                                                                                                                                                     Five Hundred
## 2632                                                                                                                                                                             Five Hundred Limited
## 2633                                                                                                                                                                                 Five Hundred Ltd
## 2634                                                                                                                                                                                  Five Hundred Se
## 2635                                                                                                                                                                                 Five Hundred Sel
## 2636                                                                                                                                                                                Five Window Coupe
## 2637                                                                                                                                                                                      Fivehundred
## 2638                                                                                                                                                                                               Fj
## 2639                                                                                                                                                                                    Flacon Futura
## 2640                                                                                                                                                                                       Flare Side
## 2641                                                                                                                                                                                         Flat Bed
## 2642                                                                                                                                                                                          Flatbed
## 2643                                                                                                                                                                                    Flatbed Truck
## 2644                                                                                                                                                                                             Flax
## 2645                                                                                                                                                                                         Fleeside
## 2646                                                                                                                                                                                  Fleetwood Tioga
## 2647                                                                                                                                                                                     Fles Limited
## 2648                                                                                                                                                                                             Flex
## 2649                                                                                                                                                                                 Flex 4dr Sel Fwd
## 2650                                                                                                                                                                                     Flex Limited
## 2651                                                                                                                                                                              Flex Limited 2wd V6
## 2652                                                                                                                                                                       Flex Limited 4dr Crossover
## 2653                                                                                                                                                                           Flex Limited Automatic
## 2654                                                                                                                                                                                 Flex Limited Awd
## 2655                                                                                                                                                                       Flex Limited Sport Utility
## 2656                                                                                                                                                                                 Flex Limited Suv
## 2657                                                                                                                                                                 Flex Limited Twin Turbo Ecoboost
## 2658                                                                                                                                                                          Flex Limited W Ecoboost
## 2659                                                                                                                                                                                        Flex Ltd 
## 2660                                                                                                                                                                                    Flex Platinum
## 2661                                                                                                                                                                                          Flex Se
## 2662                                                                                                                                                                         Flex Se Sport Utility 4d
## 2663                                                                                                                                                                                         Flex Sel
## 2664                                                                                                                                                   Flex Sel 118k Awd New Tires 3rd Row 118k 23mpg
## 2665                                                                                                                                                                            Flex Sel 3 5l Awd Suv
## 2666                                                                                                                                                                               Flex Sel Automatic
## 2667                                                                                                                                                                                     Flex Sel Awd
## 2668                                                                                                                                                                               Flex Sel Crossover
## 2669                                                                                                                                                                                     Flex Sel Fwd
## 2670                                                                                                                                                                                      Flex Sel Is
## 2671                                                                                                                                                                         Flex Sel Sport   3rd Row
## 2672                                                                                                                                                                        Flex Sel Sport Utility 4d
## 2673                                                                                                                                                                                 Flex Sle Limited
## 2674                                                                                                                                                                                    Flex Titanium
## 2675                                                                                                                                                                                               Fo
## 2676                                                                                                                                                                                            Focus
## 2677                                                                                                                                                                                       Focus  Zx4
## 2678                                                                                                                                                                                 Focus 4dr Sdn Se
## 2679                                                                                                                                                                                Focus 4dr Sdn Sel
## 2680                                                                                                                                                                                       Focus 4dsd
## 2681                                                                                                                                                                                  Focus 5dr Hb Se
## 2682                                                                                                                                                                                  Focus 5dr Hb St
## 2683                                                                                                                                                                                      Focus Coupe
## 2684                                                                                                                                                                                   Focus Electric
## 2685                                                                                                                                                                         Focus Electric Automatic
## 2686                                                                                                                                                                              Focus Electric Base
## 2687                                                                                                                                                                      Focus Electric Hatchback 4d
## 2688                                                                                                                                                                                  Focus Hatchback
## 2689                                                                                                                                                                               Focus Hatchback Se
## 2690                                                                                                                                                                                         Focus Lx
## 2691                                                                                                                                                                                         Focus Rs
## 2692                                                                                                                                                                       Focus Rs Awd Gas Hatchback
## 2693                                                                                                                                                                                          Focus S
## 2694                                                                                                                                                                                Focus S Automatic
## 2695                                                                                                                                                                                    Focus S Sedan
## 2696                                                                                                                                                                                 Focus S Sedan 4d
## 2697                                                                                                                                                                                         Focus Se
## 2698                                                                                                                                                                                        Focus Se 
## 2699                                                                                                                                                                                  Focus Se 4 Door
## 2700                                                                                                                                                                                Focus Se 4d Sedan
## 2701                                                                                                                                                                                     Focus Se 4dr
## 2702                                                                                                                                                                          Focus Se 4dr Hatchback 
## 2703                                                                                                                                                                               Focus Se 4dr Sedan
## 2704                                                                                                                                                                                   Focus Se 5 Spd
## 2705                                                                                                                                                                               Focus Se Automatic
## 2706                                                                                                                                                                               Focus Se Flex Fuel
## 2707                                                                                                                                                                      Focus Se Fwd Gas Sedan Auto
## 2708                                                                                                                                                                                   Focus Se Hatch
## 2709                                                                                                                                                                 Focus Se Hatch 6 Speed Automatic
## 2710                                                                                                                                                                               Focus Se Hatchback
## 2711                                                                                                                                                                            Focus Se Hatchback 4d
## 2712                                                                                                                                                                       Focus Se Low Miles Gas Sav
## 2713                                                                                                                                                                                  Focus Se Manual
## 2714                                                                                                                                                                                   Focus Se Sedan
## 2715                                                                                                                                                                                Focus Se Sedan 4d
## 2716                                                                                                                                                                 Focus Se Sedan 6 Speed Automatic
## 2717                                                                                                                                                                                   Focus Se Sport
## 2718                                                                                                                                                                                   Focus Se Wagon
## 2719                                                                                                                                                                                      Focus Sedan
## 2720                                                                                                                                                                                        Focus Sel
## 2721                                                                                                                                                         Focus Sel 80k Miles 38mpg Tinted Windows
## 2722                                                                                                                                                                              Focus Sel Automatic
## 2723                                                                                                                                                                              Focus Sel Hatchback
## 2724                                                                                                                                                                           Focus Sel Hatchback 4d
## 2725                                                                                                                                                                                  Focus Sel Sedan
## 2726                                                                                                                                                                               Focus Sel Sedan 4d
## 2727                                                                                                                                                                                        Focus Ses
## 2728                                                                                                                                                                                  Focus Ses Coupe
## 2729                                                                                                                                                                                        Focus Sfe
## 2730                                                                                                                                                                                        Focus Slt
## 2731                                                                                                                                                                                         Focus St
## 2732                                                                                                                                                                       Focus St 2 0l Black In Bla
## 2733                                                                                                                                                                           Focus St 4dr Hatchback
## 2734                                                                                                                                                                       Focus St Fwd Gas Hatchback
## 2735                                                                                                                                                                                   Focus St Hatch
## 2736                                                                                                                                                                               Focus St Hatchback
## 2737                                                                                                                                                                            Focus St Hatchback 4d
## 2738                                                                                                                                                                                   Focus St Turbo
## 2739                                                                                                                                                                                        Focus St2
## 2740                                                                                                                                                                              Focus St2 Hatchback
## 2741                                                                                                                                                                                        Focus St3
## 2742                                                                                                                                                                              Focus Station Wagon
## 2743                                                                                                                                                                                        Focus Svt
## 2744                                                                                                                                                                                   Focus Titanium
## 2745                                                                                                                                           Focus Titanium 5 Doors Heated Leather Moon 35k 1 Owner
## 2746                                                                                                                                                                         Focus Titanium Hatchback
## 2747                                                                                                                                                                      Focus Titanium Hatchback 4d
## 2748                                                                                                                                                                             Focus Titanium Sedan
## 2749                                                                                                                                                                          Focus Titanium Sedan 4d
## 2750                                                                                                                                                                                      Focus Wagon
## 2751                                                                                                                                                                                   Focus Wagon Se
## 2752                                                                                                                                                                                  Focus Wagon Zxw
## 2753                                                                                                                                                                                        Focus Zts
## 2754                                                                                                                                                                                        Focus Ztw
## 2755                                                                                                                                                                                        Focus Zx3
## 2756                                                                                                                                                                                   Focus Zx3 Base
## 2757                                                                                                                                                                                Focus Zx3 Premium
## 2758                                                                                                                                                                                      Focus Zx3 S
## 2759                                                                                                                                                                                     Focus Zx3 Se
## 2760                                                                                                                                                                                    Focus Zx3 Ses
## 2761                                                                                                                                                                                        Focus Zx4
## 2762                                                                                                                                                                                   Focus Zx4 107k
## 2763                                                                                                                                                                                      Focus Zx4 S
## 2764                                                                                                                                                                                     Focus Zx4 Se
## 2765                                                                                                                                                                                  Focus Zx4 Sedan
## 2766                                                                                                                                                                                    Focus Zx4 Ses
## 2767                                                                                                                                                                                        Focus Zx5
## 2768                                                                                                                                                                                      Focus Zx5 S
## 2769                                                                                                                                                                                    Focus Zx5 Ses
## 2770                                                                                                                                                                                        Focust St
## 2771                                                                                                                                                                                        Fod F 150
## 2772                                                                                                                                                                                  Fod Shuttle Bus
## 2773                                                                                                                                                                                        Foed Edge
## 2774                                                                                                                                                                                  Foed Expedition
## 2775                                                                                                                                                                                    Foed Explorer
## 2776                                                                                                                                                                                       Food Truck
## 2777                                                                                                                                                                                   For D Explorer
## 2778                                                                                                                                                                                     For F 150 Xl
## 2779                                                                                                                                                                                        For F 250
## 2780                                                                                                                                                                                         For F700
## 2781                                                                                                                                                                                     For Focus Se
## 2782                                                                                                                                                                                      For Mustang
## 2783                                                                                                                                                                           Ford  Chevy  And Jeeps
## 2784                                                                                                                                                                                      Ford  Edge 
## 2785                                                                                                                                                                                      Ford  F 150
## 2786                                                                                                                                                                                      Ford  F 800
## 2787                                                                                                                                                                                    Ford  Fiesta 
## 2788                                                                                                                                                                         Ford  Gran Torismo  Hawk
## 2789                                                                                                                                                                          Ford  Mopar  Studebaker
## 2790                                                                                                                                                                                Ford  Thunderbird
## 2791                                                                                                                                                                                         Ford 250
## 2792                                                                                                                                                                                     Ford Collins
## 2793                                                                                                                                                                                        Ford Cope
## 2794                                                                                                                                                                               Ford Excursion Xlt
## 2795                                                                                                                                                                                  Ford Expedition
## 2796                                                                                                                                                                                    Ford Explorer
## 2797                                                                                                                                                                          Ford F 150 Xlt Ecoboost
## 2798                                                                                                                                                                                       Ford F2500
## 2799                                                                                                                                                                          Ford F750 Forestry 60ft
## 2800                                                                                                                                                                                     Ford Mercury
## 2801                                                                                                                                                                                  Ford Mustang Gt
## 2802                                                                                                                                                                                      Ford Ranger
## 2803                                                                                                                                      Ford V8  4x4  Leather  Loaded  Explorer Bhph  $500 Dn  Wac 
## 2804                                                                                                                                                                                  Forda Fiesta Se
## 2805                                                                                                                                                                                         Forde350
## 2806                                                                                                                                                                                         Forde450
## 2807                                                                                                                                                                  Fordexpeditionxlt 4x4   3rd Row
## 2808                                                                                                                                                                                        Fordf 150
## 2809                                                                                                                                                                                    Fordf 150 4x4
## 2810                                                                                                                                                                  Fordf 150xlt 4x4   Ecoboost Cle
## 2811                                                                                                                                                                                        Fordf 550
## 2812                                                                                                                                                                                         Fordf150
## 2813                                                                                                                                                                     Fordf350 7 3 Diesel 4x4 Crew
## 2814                                                                                                                                                                                       Fordfusion
## 2815                                                                                                                                                                                           Fordor
## 2816                                                                                                                                                                                       Fords F350
## 2817                                                                                                                                                                                       Fords F650
## 2818                                                                                                                                                                                     Fords Ranger
## 2819                                                                                                                                                                                    Fore Explorer
## 2820                                                                                                                                                                                    Fore Focus Se
## 2821                                                                                                                                                                                    Forf Explorer
## 2822                                                                                                                                                                       Fors F100   2011 Crown Vic
## 2823                                                                                                                                                                                   Fors Shelby Gt
## 2824                                                                                                                                                                                        Fort F450
## 2825                                                                                                                                                                                          Foxbody
## 2826                                                                                                                                                                                        Fprd F150
## 2827                                                                                                                                                                                   Frasier Type I
## 2828                                                                                                                                                                                         Freestar
## 2829                                                                                                                                                                             Freestar 7 Pass  Van
## 2830                                                                                                                                                                                 Freestar Limited
## 2831                                                                                                                                                                             Freestar Limited Van
## 2832                                                                                                                                                                                 Freestar Limitef
## 2833                                                                                                                                                                                      Freestar Se
## 2834                                                                                                                                                                                     Freestar Sel
## 2835                                                                                                                                                                                     Freestar Ses
## 2836                                                                                                                                                                                     Freestar Van
## 2837                                                                                                                                                                                Freestar Vans Sel
## 2838                                                                                                                                                                                   Freestar Wagon
## 2839                                                                                                                                                                                Freestar Wagon Se
## 2840                                                                                                                                                                                        Freestyle
## 2841                                                                                                                                                                            Freestyle 7 Passenger
## 2842                                                                                                                                                                                    Freestyle Awd
## 2843                                                                                                                                                                                Freestyle Limited
## 2844                                                                                                                                                                            Freestyle Limited Awd
## 2845                                                                                                                                                                                     Freestyle Se
## 2846                                                                                                                                                                                 Freestyle Se Awd
## 2847                                                                                                                                                                                    Freestyle Sel
## 2848                                                                                                                                                                                Freestyle Sel Awd
## 2849                                                                                                                                                                                    Frod E150 Xlt
## 2850                                                                                                                                                                          Frod F 250 Xlt Supercab
## 2851                                                                                                                                                                                        Frod F450
## 2852                                                                                                                                                                                           Ft6000
## 2853                                                                                                                                                                                            Fuion
## 2854                                                                                                                                                                                           Fuison
## 2855                                                                                                                                                                         Full Size Wheelchair Van
## 2856                                                                                                                                                                                           Fusiom
## 2857                                                                                                                                                                                           Fusion
## 2858                                                                                                                                                                                      Fusion 2014
## 2859                                                                                                                                                                         Fusion 4dr Sdn I4 Se Fwd
## 2860                                                                                                                                                                            Fusion 4dr Sdn Se Fwd
## 2861                                                                                                                                                                           Fusion 4dr Sdn Sel Fwd
## 2862                                                                                                                                                                          Fusion 4dr Sedan Se Fwd
## 2863                                                                                                                                                                       Fusion 4dr Sedan Se Hybrid
## 2864                                                                                                                                                                                    Fusion Awd V6
## 2865                                                                                                                                                                         Fusion Buy Here Pay Here
## 2866                                                                                                                                                                                    Fusion Energi
## 2867                                                                                                                                                                           Fusion Energi Platinum
## 2868                                                                                                                                                                            Fusion Energi Plug In
## 2869                                                                                                                                                                                 Fusion Energi Se
## 2870                                                                                                                                                                             Fusion Energi Se Fwd
## 2871                                                                                                                                                                          Fusion Energi Se Luxury
## 2872                                                                                                                                                                       Fusion Energi Titanium Fwd
## 2873                                                                                                                                                                                    Fusion Hybrid
## 2874                                                                                                                                                                           Fusion Hybrid Platinum
## 2875                                                                                                                                                                                  Fusion Hybrid S
## 2876                                                                                                                                                                                 Fusion Hybrid Se
## 2877                                                                                                                                                                       Fusion Hybrid Se Automatic
## 2878                                                                                                                                                                             Fusion Hybrid Se Fwd
## 2879                                                                                                                                                                          Fusion Hybrid Se Hybrid
## 2880                                                                                                                                                                              Fusion Hybrid Sedan
## 2881                                                                                                                                                                                Fusion Hybrid Sel
## 2882                                                                                                                                                                          Fusion Hybrid Sel Sedan
## 2883                                                                                                                                                                           Fusion Hybrid Titanium
## 2884                                                                                                                                                                                     Fusion Hyrid
## 2885                                                                                                                                                                                    Fusion I 4 Se
## 2886                                                                                                                                                                                     Fusion I4 Se
## 2887                                                                                                                                                                         Fusion Platinum Sedan 4d
## 2888                                                                                                                                                                            Fusion Plug In Hybrid
## 2889                                                                                                                                                                                     Fusion R4511
## 2890                                                                                                                                                                                     Fusion R4542
## 2891                                                                                                                                                                                         Fusion S
## 2892                                                                                                                                                                               Fusion S Automatic
## 2893                                                                                                                                                                              Fusion S Commercial
## 2894                                                                                                                                                                                  Fusion S Hybrid
## 2895                                                                                                                                                                                   Fusion S Model
## 2896                                                                                                                                                                                Fusion S Sedan 4d
## 2897                                                                                                                                                                                        Fusion Se
## 2898                                                                                                                                                                          Fusion Se 1 5l Ecoboost
## 2899                                                                                                                                                                              Fusion Se 4dr Sedan
## 2900                                                                                                                                             Fusion Se 4dr Sedan Automatic Low Miles Clean Carfax
## 2901                                                                                                                                                                              Fusion Se Automatic
## 2902                                                                                                                                                                                    Fusion Se Awd
## 2903                                                                                                                                                                                   Fusion Se Awd 
## 2904                                                                                                                                                                          Fusion Se Awd Gas Sedan
## 2905                                                                                                                                                                       Fusion Se Cam Leather Ecob
## 2906                                                                                                                                                                                Fusion Se Eco 4dr
## 2907                                                                                                                                                                               Fusion Se Ecoboost
## 2908                                                                                                                                                                         Fusion Se Ecoboost Sedan
## 2909                                                                                                                                                                                    Fusion Se Fwd
## 2910                                                                                                                                                                          Fusion Se Fwd Gas Sedan
## 2911                                                                                                                                                                                 Fusion Se Hybrid
## 2912                                                                                                                                                                        Fusion Se Hybrid Sedan 4d
## 2913                                                                                                                                                                                 Fusion Se Hyrbid
## 2914                                                                                                                                                                                 Fusion Se Luxury
## 2915                                                                                                                                                                                    Fusion Se Sdn
## 2916                                                                                                                                                                                  Fusion Se Sedan
## 2917                                                                                                                                                                               Fusion Se Sedan 4d
## 2918                                                                                                                                                                                     Fusion Se V6
## 2919                                                                                                                                                                               Fusion Se V6 Sedan
## 2920                                                                                                                                                                         Fusion Se W   Navigation
## 2921                                                                                                                                                                              Fusion Se W Leather
## 2922                                                                                                                                                                                       Fusion Sel
## 2923                                                                                                                                                                                  Fusion Sel 2 5l
## 2924                                                                                                                                                                            Fusion Sel 3 0l Sedan
## 2925                                                                                                                                                                             Fusion Sel 4dr Sedan
## 2926                                                                                                                                                                                   Fusion Sel Awd
## 2927                                                                                                                                                                               Fusion Sel Awd Sel
## 2928                                                                                                                                                                                   Fusion Sel Fwd
## 2929                                                                                                                                                                                    Fusion Select
## 2930                                                                                                                                                                             Fusion Sls 4dr Sedan
## 2931                                                                                                                                                                           Fusion Special Service
## 2932                                                                                                                                                                                     Fusion Sport
## 2933                                                                                                                                                                                 Fusion Sport Awd
## 2934                                                                                                                                                                                  Fusion Titanium
## 2935                                                                                                                                                                              Fusion Titanium Awd
## 2936                                                                                                                                                                       Fusion Titanium Ecoboost C
## 2937                                                                                                                                                                  Fusion Titanium Ecoboost I4 Fwd
## 2938                                                                                                                                                                           Fusion Titanium Hybrid
## 2939                                                                                                                                                                         Fusion Titanium Sedan 4d
## 2940                                                                                                                                                                            Fusion Titanium Turbo
## 2941                                                                                                                                                                                    Fusion V6 Sel
## 2942                                                                                                                                                                                          Fussion
## 2943                                                                                                                                                                                       Fustion Se
## 2944                                                                                                                                                                               Fx 4 Crew Cab F15o
## 2945                                                                                                                                                                                              Fx4
## 2946                                                                                                                                                                                   Fx4 Sport F15o
## 2947                                                                                                                                                                                          Galaxie
## 2948                                                                                                                                                                                      Galaxie 500
## 2949                                                                                                                                                                               Galaxie 500 2 Door
## 2950                                                                                                                                                                        Galaxie 500 2dr  Fastback
## 2951                                                                                                                                                                          Galaxie 500 Convertible
## 2952                                                                                                                                                                                  Galaxie 500 Ltd
## 2953                                                                                                                                                                            Galaxie 500 Starliner
## 2954                                                                                                                                                                                   Galaxie 500 Xl
## 2955                                                                                                                                                                          Galaxie Convertible 500
## 2956                                                                                                                                                                                 Galaxie Skyliner
## 2957                                                                                                                                                                                       Galaxie Xl
## 2958                                                                                                                                                                                           Galaxy
## 2959                                                                                                                                                                                       Galaxy 500
## 2960                                                                                                                                                                                       Galaxy Ltd
## 2961                                                                                                                                                                                          Galazie
## 2962                                                                                                                                                                                           Gatsby
## 2963                                                                                                                                                                              Gazelle Convertible
## 2964                                                                                                                                                                           Golden Jubilee Tractor
## 2965                                                                                                                                                                                     Gord Mustang
## 2966                                                                                                                                                                                      Gran Torino
## 2967                                                                                                                                                                                          Granada
## 2968                                                                                                                                                                                     Grand Torino
## 2969                                                                                                                                                                               Grand Torino Elite
## 2970                                                                                                                                                                           Gt Premium 2 200 Miles
## 2971                                                                                                                                                                                            Gt350
## 2972                                                                                                                                                                                Gulf Independence
## 2973                                                                                                                                                                                    Handicap Vans
## 2974                                                                                                                                                                             Harley Dav Tri Glide
## 2975                                                                                                                                                                                      Hatchback S
## 2976                                                                                                                                                                                               Hd
## 2977                                                                                                                                                                                 Hightop E Series
## 2978                                                                                                                                                                                        Hillsboro
## 2979                                                                                                                                                                                         Hino 195
## 2980                                                                                                                                                                                         Hino 258
## 2981                                                                                                                                                                                         Hino 268
## 2982                                                                                                                                                                        Hino 268 Reefer Box Truck
## 2983                                                                                                                                                                                         Hino 338
## 2984                                                                                                                                                                            Hino 338 Refrigerated
## 2985                                                                                                                                                                                          Hot Rod
## 2986                                                                                                                                                                                           Hotrod
## 2987                                                                                                                                                                                Hudson Terraplane
## 2988                                                                                                                                                                         Huyndai Sante Fe Limited
## 2989                                                                                                                                                                                     Hybrid Prius
## 2990                                                                                                                                                                                 Impala Brookwood
## 2991                                                                                                                                                                                         In House
## 2992                                                                                                                                                                                    Instant Loans
## 2993                                                                                                                                                                                    International
## 2994                                                                                                                                                                                          Jailbar
## 2995                                                                                                                                                                                      Jayco Eagle
## 2996                                                                                                                                                                                 John Deere 510 B
## 2997                                                                                                                                                                                           Junker
## 2998                                                                                                                                                                                 Kawasaki Voyager
## 2999                                                                                                                                                                                 Kiaoptima Ex Gdi
## 3000                                                                                                                                                                                       King Ranch
## 3001                                                                                                                                                                           King Ranch F350 Dually
## 3002                                                                                                                                                                                           L 8000
## 3003                                                                                                                                                                                            L8000
## 3004                                                                                                                                                                                            L9000
## 3005                                                                                                                                                                     Lamborghini Gallardo 6 Speed
## 3006                                                                                                                                                                             Lariat Supercrew 4x4
## 3007                                                                                                                                                                                              Lcf
## 3008                                                                                                                                                                                          Lcf 450
## 3009                                                                                                                                                                      Lifted F150 Fx4 4x4 1 2 Ton
## 3010                                                                                                                                                                       Lifted F150 Lariat 4x4 Gas
## 3011                                                                                                                                                                       Lifted F150 Lariat Fx4 4x4
## 3012                                                                                                                                                                         Lifted F150 Lariat Sport
## 3013                                                                                                                                                                         Lifted F150 Platinum 4x4
## 3014                                                                                                                                                                       Lifted F150 Svt Raptor 4x4
## 3015                                                                                                                                                                       Lifted F150 Xl 4x4 1 2 Ton
## 3016                                                                                                                                                                      Lifted F150 Xl 4x4 Half Ton
## 3017                                                                                                                                                                      Lifted F150 Xlt 4x4 1 2 Ton
## 3018                                                                                                                                                                      Lifted F150 Xlt Fx4 4x4 Gas
## 3019                                                                                                                                                                      Lifted F150 Xlt Rwd 1 2 Ton
## 3020                                                                                                                                                                        Lifted F150 Xlt Sport 4x4
## 3021                                                                                                                                                                      Lifted F150 Xlt Xtr 4x4 Gas
## 3022                                                                                                                                                                        Lifted F250 Deisel Lariat
## 3023                                                                                                                                                                       Lifted F250 Deisel Xlt 4x4
## 3024                                                                                                                                                                        Lifted F250 Diesel Lariat
## 3025                                                                                                                                                                       Lifted F250 Diesel Xlt 4x4
## 3026                                                                                                                                                                       Lifted F250 Lariat 4x4 Gas
## 3027                                                                                                                                                                         Lifted F250 Power Stroke
## 3028                                                                                                                                                                          Lifted F250 Powerstroke
## 3029                                                                                                                                                                      Lifted F250 Xlt 4x4 3 4 Ton
## 3030                                                                                                                                                                       Lifted F350 Deisel 350 4x4
## 3031                                                                                                                                                                        Lifted F350 Deisel Lariat
## 3032                                                                                                                                                                      Lifted F350 Deisel Platinum
## 3033                                                                                                                                                                       Lifted F350 Deisel Xlt 4x4
## 3034                                                                                                                                                                        Lifted F350 Diesel Lariat
## 3035                                                                                                                                                                      Lifted F350 Diesel Platinum
## 3036                                                                                                                                                                        Lifted F350 Diesel Xl 4x4
## 3037                                                                                                                                                                       Lifted F350 Diesel Xlt 4x4
## 3038                                                                                                                                                                       Lifted F350 Diesels Lariat
## 3039                                                                                                                                                                      Lifted F350 Diesels Xlt 4x4
## 3040                                                                                                                                                                         Lifted F350 Power Stroke
## 3041                                                                                                                                                                          Lifted F350 Powerstroke
## 3042                                                                                                                                                                         Lifted F350 Xl 4x4 1 Ton
## 3043                                                                                                                                                                       Lifted F350 Xl Fx4 4x4 Gas
## 3044                                                                                                                                                                          Lifted F450 Powerstroke
## 3045                                                                                                                                                                        Lifted Ranger Stx Fx4 4x4
## 3046                                                                                                                                                                        Lifted Ranger Xlt Fx4 4x4
## 3047                                                                                                                                                                                         Lighting
## 3048                                                                                                                                                                                        Lightning
## 3049                                                                                                                                                                                   Lightning F150
## 3050                                                                                                                                                                                    Lightning Svt
## 3051                                                                                                                                                                                             Limo
## 3052                                                                                                                                                                                          Ln 8000
## 3053                                                                                                                                                                                          Ln 9000
## 3054                                                                                                                                                                                          Lnt8000
## 3055                                                                                                                                                                              Lotus Diva Roadster
## 3056                                                                                                                                                                                          Ls2 Gto
## 3057                                                                                                                                                                              Lt9513 Grapple Truc
## 3058                                                                                                                                                                                              Ltd
## 3059                                                                                                                                                                                      Ltd 2dr Cpe
## 3060                                                                                                                                                                               Ltd Crown Victoria
## 3061                                                                                                                                                                            Ltd Crown Victoria Lx
## 3062                                                                                                                                                                                         Mainline
## 3063                                                                                                                                                                                        Mainliner
## 3064                                                                                                                                                                            Many Makes And Models
## 3065                                                                                                                                                                           Mariner Escape Tribute
## 3066                                                                                                                                                                                     Master Delux
## 3067                                                                                                                                                                                         Maverick
## 3068                                                                                                                                                                                      Maybach 57s
## 3069                                                                                                                                                                           Mecedes Benz Slk55 Amg
## 3070                                                                                                                                                                                 Meyers Snow Plow
## 3071                                                                                                                                                                                             Mg B
## 3072                                                                                                                                                                                           Mg Mgb
## 3073                                                                                                                                                                                        Mg Midget
## 3074                                                                                                                                                                                Mini T Camper Van
## 3075                                                                                                                                                                                 Mini T Campervan
## 3076                                                                                                                                                                        Mini T Class B Camper Van
## 3077                                                                                                                                                                         Mini T Class B Campervan
## 3078                                                                                                                                                                                    Miscellaneous
## 3079                                                                                                                                                                                    Miscellanious
## 3080                                                                                                                                                                            Model 40 Deluxe Coupe
## 3081                                                                                                                                                                                          Model A
## 3082                                                                                                                                                                                     Model A 1930
## 3083                                                                                                                                                                              Model A Convertable
## 3084                                                                                                                                                                                    Model A Coupe
## 3085                                                                                                                                                                                    Model A Hiboy
## 3086                                                                                                                                                                           Model A Hiboy Roadster
## 3087                                                                                                                                                                                   Model A Pickup
## 3088                                                                                                                                                                                   Model A St Rod
## 3089                                                                                                                                                                                    Model A Truck
## 3090                                                                                                                                                                                    Model A Tudor
## 3091                                                                                                                                                                              Model A Tudor Sedan
## 3092                                                                                                                                                                           Model Aa 1 5 Ton Truck
## 3093                                                                                                                                                                                          Model B
## 3094                                                                                                                                                                                   Model B Custom
## 3095                                                                                                                                                                                          Model T
## 3096                                                                                                                                                                                    Model T C Cab
## 3097                                                                                                                                                                                 Model T Roadster
## 3098                                                                                                                                                                                    Molly Trolley
## 3099                                                                                                                                                                                  Monaco Diplomat
## 3100                                                                                                                                                                                    Morris  Minor
## 3101                                                                                                                                                                                     Morris Minor
## 3102                                                                                                                                                                                        Motorhome
## 3103                                                                                                                                                                                Motorhome Chassis
## 3104                                                                                                                                                                                  Mustan V6 Coupe
## 3105                                                                                                                                                                                          Mustang
## 3106                                                                                                                                                                                   Mustang  Conv 
## 3107                                                                                                                                                                              Mustang 2dr Conv Gt
## 3108                                                                                                                                                                       Mustang 2dr Conv Gt Deluxe
## 3109                                                                                                                                                                      Mustang 2dr Conv Gt Premium
## 3110                                                                                                                                                                              Mustang 2dr Conv V6
## 3111                                                                                                                                                                       Mustang 2dr Conv V6 Premiu
## 3112                                                                                                                                                                           Mustang 2dr Cpe Deluxe
## 3113                                                                                                                                                                       Mustang 2dr Cpe Premium Ma
## 3114                                                                                                                                                                               Mustang 2dr Cpe V6
## 3115                                                                                                                                                                       Mustang 2dr Cpe V6 Premium
## 3116                                                                                                                                                                    Mustang 2dr Fastback Ecoboost
## 3117                                                                                                                                                                                      Mustang 5 0
## 3118                                                                                                                                                                                   Mustang 5 0 Gt
## 3119                                                                                                                                                                              Mustang Asc Mclaren
## 3120                                                                                                                                                                                     Mustang Base
## 3121                                                                                                                                                                                     Mustang Boss
## 3122                                                                                                                                                                                 Mustang Boss 302
## 3123                                                                                                                                                                           Mustang Boss 302 Coupe
## 3124                                                                                                                                                                        Mustang Boss 302 Coupe 2d
## 3125                                                                                                                                                                                 Mustang Boss 429
## 3126                                                                                                                                                                                   Mustang Bullit
## 3127                                                                                                                                                                           Mustang Bullit Rwd Gas
## 3128                                                                                                                                                                                  Mustang Bullitt
## 3129                                                                                                                                                                         Mustang Bullitt Coupe 2d
## 3130                                                                                                                                                                                    Mustang Cobra
## 3131                                                                                                                                                                        Mustang Cobra Convertible
## 3132                                                                                                                                                                                Mustang Cobra Svt
## 3133                                                                                                                                                                                    Mustang Conv 
## 3134                                                                                                                                                                              Mustang Convertable
## 3135                                                                                                                                                                              Mustang Convertible
## 3136                                                                                                                                                                           Mustang Convertible Gt
## 3137                                                                                                                                                                           Mustang Convertible Lx
## 3138                                                                                                                                       Mustang Convertible Power Top Automatic Local Clean Carfax
## 3139                                                                                                                                                                      Mustang Convertible Premium
## 3140                                                                                                                                       Mustang Convertible V6 Premium Automatic Leather Seats 68k
## 3141                                                                                                                                                                                     Mustang Coup
## 3142                                                                                                                                                                                    Mustang Coupe
## 3143                                                                                                                                                                                     Mustang Cs 6
## 3144                                                                                                                                                                                   Mustang Deluxe
## 3145                                                                                                                                                                       Mustang Deluxe Convertible
## 3146                                                                                                                                                                             Mustang Deluxe Coupe
## 3147                                                                                                                                                                                 Mustang Ecoboost
## 3148                                                                                                                                                                       Mustang Ecoboost Automatic
## 3149                                                                                                                                                                        Mustang Ecoboost Coupe 2d
## 3150                                                                                                                                                                        Mustang Ecoboost Fastback
## 3151                                                                                                                                                                          Mustang Ecoboost Manual
## 3152                                                                                                                                                                         Mustang Ecoboost Premium
## 3153                                                                                                                                                               Mustang Ecoboost Premium Automatic
## 3154                                                                                                                                        Mustang Ecoboost Premium Convertible Gps Leather Only 30k
## 3155                                                                                                                                                                       Mustang Ecoboost Premium R
## 3156                                                                                                                                                                         Mustang Ecoboost Rwd Gas
## 3157                                                                                                                                                                                 Mustang Fastback
## 3158                                                                                                                                                                             Mustang Fastback 2+2
## 3159                                                                                                                                                                      Mustang Fastback Gt Premium
## 3160                                                                                                                                                                                 Mustang Fox Body
## 3161                                                                                                                                                                                  Mustang Foxbody
## 3162                                                                                                                                                                      Mustang Foxbody Convertible
## 3163                                                                                                                                                                              Mustang G  T  Conv 
## 3164                                                                                                                                                                                   Mustang Grande
## 3165                                                                                                                                                                                       Mustang Gt
## 3166                                                                                                                                                                       Mustang Gt 2dr Convertible
## 3167                                                                                                                                                                                   Mustang Gt 350
## 3168                                                                                                                                                                      Mustang Gt 35th Anniversary
## 3169                                                                                                                                                                       Mustang Gt 420 S Racecraft
## 3170                                                                                                                                                                                   Mustang Gt 5 0
## 3171                                                                                                                                                                      Mustang Gt 5 0 Cali Special
## 3172                                                                                                                                                                           Mustang Gt 5 0 Premium
## 3173                                                                                                                                                                               Mustang Gt 5 0l V8
## 3174                                                                                                                                                                               Mustang Gt Bullitt
## 3175                                                                                                                                                                    Mustang Gt California Special
## 3176                                                                                                                                                                                   Mustang Gt Car
## 3177                                                                                                                                                                                  Mustang Gt Conv
## 3178                                                                                                                                                                                 Mustang Gt Conv 
## 3179                                                                                                                                                                           Mustang Gt Convertible
## 3180                                                                                                                                                                         Mustang Gt Convertible |
## 3181                                                                                                                                                                        Mustang Gt Convertible 2d
## 3182                                                                                                                                                                           Mustang Gt Convetrible
## 3183                                                                                                                                                                                 Mustang Gt Coupe
## 3184                                                                                                                                                                              Mustang Gt Coupe 2d
## 3185                                                                                                                                                                            Mustang Gt Cs Premium
## 3186                                                                                                                                                                                 Mustang Gt Delux
## 3187                                                                                                                                                                                Mustang Gt Deluxe
## 3188                                                                                                                                                                          Mustang Gt Deluxe Coupe
## 3189                                                                                                                                                                              Mustang Gt Fastback
## 3190                                                                                                                                                                               Mustang Gt Premium
## 3191                                                                                                                                                                          Mustang Gt Premium 2008
## 3192                                                                                                                                                                      Mustang Gt Premium 2dr Conv
## 3193                                                                                                                                                                      Mustang Gt Premium Coupe 2d
## 3194                                                                                                                                                                           Mustang Gt Premium Pp1
## 3195                                                                                                                                                                         Mustang Gt Roush Stage 2
## 3196                                                                                                                                                                         Mustang Gt Rwd Gas Coupe
## 3197                                                                                                                                                                        Mustang Gt Shelby Edition
## 3198                                                                                                                                                                                 Mustang Gt Turbo
## 3199                                                                                                                                                                          Mustang Gt V8 5 0 Coupe
## 3200                                                                                                                                                                              Mustang Gt V8 Coupe
## 3201                                                                                                                                                                                    Mustang Gt350
## 3202                                                                                                                                                                            Mustang Gt350 Tribute
## 3203                                                                                                                                                                                   Mustang Gt350r
## 3204                                                                                                                                                                                    Mustang Gt500
## 3205                                                                                                                                                                                     Mustang Gtcs
## 3206                                                                                                                                                                             Mustang Hpp Ecoboost
## 3207                                                                                                                                                                                       Mustang Ii
## 3208                                                                                                                                                                                        Mustang L
## 3209                                                                                                                                                                                       Mustang Lx
## 3210                                                                                                                                                                                   Mustang Lx 5 0
## 3211                                                                                                                                                                       Mustang Lx 5 0 Convertible
## 3212                                                                                                                                                                                   Mustang Mach 1
## 3213                                                                                                                                                                          Mustang Mach 1 Fastback
## 3214                                                                                                                                                                                   Mustang Mach E
## 3215                                                                                                                                                                        Mustang Mach E California
## 3216                                                                                                                                                                                    Mustang Mach1
## 3217                                                                                                                                                                                  Mustang Premium
## 3218                                                                                                                                                                      Mustang Premium Convertible
## 3219                                                                                                                                                                            Mustang Premium Coupe
## 3220                                                                                                                                                                         Mustang Premium Ecoboost
## 3221                                                                                                                                                                           Mustang Premium Mach 1
## 3222                                                                                                                                                                          Mustang Premium Rwd Gas
## 3223                                                                                                                                                                               Mustang Premium V6
## 3224                                                                                                                                                                               Mustang Pro Street
## 3225                                                                                                                                                                                    Mustang Roush
## 3226                                                                                                                                                                                Mustang Roush Rs3
## 3227                                                                                                                                                                       Mustang Rwd Gas Coupe Auto
## 3228                                                                                                                                                                                   Mustang Saleen
## 3229                                                                                                                                                                       Mustang Saleen Convertible
## 3230                                                                                                                                                                           Mustang Saleen S281 Sc
## 3231                                                                                                                                                                                   Mustang Shelby
## 3232                                                                                                                                                                       Mustang Shelby Cobra Gt500
## 3233                                                                                                                                                                            Mustang Shelby Gt 500
## 3234                                                                                                                                                                             Mustang Shelby Gt350
## 3235                                                                                                                                                                            Mustang Shelby Gt350r
## 3236                                                                                                                                                                             Mustang Shelby Gt500
## 3237                                                                                                                                                                       Mustang Shelby Gt500 Coupe
## 3238                                                                                                                                                                            Mustang Sn95 4th Gen 
## 3239                                                                                                                                                                                      Mustang Svo
## 3240                                                                                                                                                                                      Mustang Svt
## 3241                                                                                                                                                                                Mustang Svt Cobra
## 3242                                                                                                                                                                                       Mustang V6
## 3243                                                                                                                                                                       Mustang V6 2dr Convertible
## 3244                                                                                                                                                                           Mustang V6 Convertible
## 3245                                                                                                                                                                        Mustang V6 Convertible 2d
## 3246                                                                                                                                                                              Mustang V6 Coupe 2d
## 3247                                                                                                                                                                                Mustang V6 Deluxe
## 3248                                                                                                                                                                                Mustang V6 Manual
## 3249                                                                                                                                                                               Mustang V6 Premium
## 3250                                                                                                                                                                           Mustang V6 Premium 2dr
## 3251                                                                                                                                                                       Mustang V6 Premium 2dr Fas
## 3252                                                                                                                                         Mustang V6 Premium 6 Speed Manual 51k Gps Leather Loaded
## 3253                                                                                                                                                                      Mustang V6 Premium Coupe 2d
## 3254                                                                                                                                                                                        Mustanggt
## 3255                                                                                                                                                                                      Mv 1 Dx Van
## 3256                                                                                                                                                                                             N600
## 3257                                                                                                                                                                                 Ninga Motorcycle
## 3258                                                                                                                                                                                             Olds
## 3259                                                                                                                                                                                      Opera Coupe
## 3260                                                                                                                                                                                            Other
## 3261                                                                                                                                                                                             P400
## 3262                                                                                                                                                                                        P900 E450
## 3263                                                                                                                                                                                            Panel
## 3264                                                                                                                                                                                      Panel Truck
## 3265                                                                                                                                                                                         Parklane
## 3266                                                                                                                                                                          Pete 14ft Bed+ Liftgate
## 3267                                                                                                                                                                                   Peterbuilt 337
## 3268                                                                                                                                                                                          Phaeton
## 3269                                                                                                                                                                                          Pick Up
## 3270                                                                                                                                                                                           Pickup
## 3271                                                                                                                                                                                     Pickup Truck
## 3272                                                                                                                                                                                            Pinto
## 3273                                                                                                                                                                                    Pinzgauer 712
## 3274                                                                                                                                                                                         Plymouth
## 3275                                                                                                                                                                          Plymouth Business Coupe
## 3276                                                                                                                                                                                  Plymouth Duster
## 3277                                                                                                                                                                                    Plymouth Fury
## 3278                                                                                                                                                                               Police Interceptor
## 3279                                                                                                                                                                           Police Interceptor P71
## 3280                                                                                                                                                                           Police Interceptor P7b
## 3281                                                                                                                                                                         Police Interceptor Sedan
## 3282                                                                                                                                                                       Police Interceptor Utility
## 3283                                                                                                                                                                                       Pontaic G6
## 3284                                                                                                                                                                                      Power Wagon
## 3285                                                                                                                                                                           Powerstroke Diesel 4x4
## 3286                                                                                                                                                                           Pro Mod   Street Stock
## 3287                                                                                                                                                                                         Probe Gt
## 3288                                                                                                                                                                                               Pu
## 3289                                                                                                                                                                                                R
## 3290                                                                                                                                                                                      Ranch Wagon
## 3291                                                                                                                                                                                 Ranch Wagon 2dr 
## 3292                                                                                                                                                                                         Ranchero
## 3293                                                                                                                                                                                     Ranchero 500
## 3294                                                                                                                                                                                      Ranchero Gt
## 3295                                                                                                                                                                             Ranchero Gt Brougham
## 3296                                                                                                                                                                                Ranchero Gt Cobra
## 3297                                                                                                                                                                                           Ranger
## 3298                                                                                                                                                                       Ranger 2wd Reg Cab 112  Xl
## 3299                                                                                                                                                                              Ranger 2wd Supercab
## 3300                                                                                                                                                                                   Ranger 3 0 4x4
## 3301                                                                                                                                                                       Ranger 4dr Supercab 3 0l X
## 3302                                                                                                                                                                 Ranger 4dr Supercab 4 0l Xlt 4wd
## 3303                                                                                                                                                                                       Ranger 4x4
## 3304                                                                                                                                                                               Ranger 4x4 Ext Cab
## 3305                                                                                                                                                                                 Ranger 4x4 Sport
## 3306                                                                                                                                                                                    Ranger 4x4 V6
## 3307                                                                                                                                                                                Ranger 6 Cylinder
## 3308                                                                                                                                                                                Ranger Bad Credit
## 3309                                                                                                                                                                              Ranger Colorado S10
## 3310                                                                                                                                                                                      Ranger Edge
## 3311                                                                                                                                                                                  Ranger Edge 4x4
## 3312                                                                                                                                                                             Ranger Edge Plus 4 0
## 3313                                                                                                                                                                                   Ranger Ext Cab
## 3314                                                                                                                                                                          Ranger Extended Cab 4x4
## 3315                                                                                                                                                                                       Ranger Fx4
## 3316                                                                                                                                                                           Ranger Fx4 4 4quad Cab
## 3317                                                                                                                                                                               Ranger Fx4 Offroad
## 3318                                                                                                                                                                                    Ranger Lariat
## 3319                                                                                                                                                                      Ranger Lariat 4x4 4dr Super
## 3320                                                                                                                                                                           Ranger Lariat Crew Cab
## 3321                                                                                                                                                                        Ranger Lariat Fx4 4x4 Gas
## 3322                                                                                                                                                                        Ranger Lariat Fx4 Of Road
## 3323                                                                                                                                                                        Ranger Lariat Supercrew 5
## 3324                                                                                                                                                                              Ranger Lariat Truck
## 3325                                                                                                                                                                        Ranger Local Trade In Low
## 3326                                                                                                                                                                       Ranger Pick Up Truck Low M
## 3327                                                                                                                                                                              Ranger Pickup Truck
## 3328                                                                                                                                                                  Ranger Reg Cab 107 9  Wb Xl 4wd
## 3329                                                                                                                                                                               Ranger Regular Cab
## 3330                                                                                                                                                                                       Ranger Rmt
## 3331                                                                                                                                                                           Ranger Slash 34 0 4 X4
## 3332                                                                                                                                                                                    Ranger Splash
## 3333                                                                                                                                                                                     Ranger Sport
## 3334                                                                                                                                                                        Ranger Sport Extended Cab
## 3335                                                                                                                                                                                 Ranger Step Side
## 3336                                                                                                                                                                                 Ranger Super Cab
## 3337                                                                                                                                                                             Ranger Super Cab 4 4
## 3338                                                                                                                                                                      Ranger Super Cab 4 Doors V6
## 3339                                                                                                                                                                            Ranger Super Cab Edge
## 3340                                                                                                                                                                      Ranger Super Cab Xlt Pickup
## 3341                                                                                                                                                                                  Ranger Supercab
## 3342                                                                                                                                                                              Ranger Supercab 4wd
## 3343                                                                                                                                                                             Ranger Supercab Edge
## 3344                                                                                                                                                                         Ranger Supercab Edge 4x4
## 3345                                                                                                                                                                           Ranger Supercab Lariat
## 3346                                                                                                                                                                        Ranger Supercab Xl Pickup
## 3347                                                                                                                                                                              Ranger Supercab Xlt
## 3348                                                                                                                                                                       Ranger Supercab Xlt Pickup
## 3349                                                                                                                                                                                 Ranger Supercrew
## 3350                                                                                                                                                                          Ranger Supercrew Lariat
## 3351                                                                                                                                                                      Ranger Supercrew Lariat 4x4
## 3352                                                                                                                                                                       Ranger Supercrew Xl Pickup
## 3353                                                                                                                                                                      Ranger Supercrew Xlt Pickup
## 3354                                                                                                                                                                                       Ranger Sxt
## 3355                                                                                                                                                                                        Ranger Xl
## 3356                                                                                                                                                                       Ranger Xl 2dr Standard Cab
## 3357                                                                                                                                                                                    Ranger Xl 4x2
## 3358                                                                                                                                                                                    Ranger Xl 4x4
## 3359                                                                                                                                                                             Ranger Xl 5sp Manual
## 3360                                                                                                                                                                                       Ranger Xlt
## 3361                                                                                                                                                                        Ranger Xlt 2dr Extended C
## 3362                                                                                                                                                                          Ranger Xlt 2dr Supercab
## 3363                                                                                                                                                                               Ranger Xlt 2dr Xlt
## 3364                                                                                                                                                                                 Ranger Xlt 4 X 4
## 3365                                                                                                                                                                      Ranger Xlt 4dr Supercab Xlt
## 3366                                                                                                                                                                                   Ranger Xlt 4wd
## 3367                                                                                                                                                                                   Ranger Xlt 4x2
## 3368                                                                                                                                                                                   Ranger Xlt 4x4
## 3369                                                                                                                                                                               Ranger Xlt 4x4 4dr
## 3370                                                                                                                                                                       Ranger Xlt 4x4 Quarter Ton
## 3371                                                                                                                                                                          Ranger Xlt 4x4 Supercab
## 3372                                                                                                                                        Ranger Xlt 4x4 Supercab Only 42k V6 4 0l 5 Speed 2 Owners
## 3373                                                                                                                                                                             Ranger Xlt 4x4 Truck
## 3374                                                                                                                                                  Ranger Xlt 97k Miles 4x4 4 0l V6 5 Speed Manual
## 3375                                                                                                                                                                             Ranger Xlt Automatic
## 3376                                                                                                                                                                               Ranger Xlt Ext Cab
## 3377                                                                                                                                                                          Ranger Xlt Extended Cab
## 3378                                                                                                                                                                       Ranger Xlt Fx4 4x4 1 4 Ton
## 3379                                                                                                                                                                           Ranger Xlt Fx4 Level 2
## 3380                                                                                                                                                                          Ranger Xlt Pickup Truck
## 3381                                                                                                                                                                                 Ranger Xlt Sport
## 3382                                                                                                                                                                         Ranger Xlt Super Cab 4x4
## 3383                                                                                                                                                                              Ranger Xlt Supercab
## 3384                                                                                                                                                                        Ranger Xlt Supercab 2wd  
## 3385                                                                                                                                                                          Ranger Xlt Supercab 4wd
## 3386                                                                                                                                                                                 Ranger Xlt Truck
## 3387                                                                                                                                                                              Ranger Xlt Xcab 4x4
## 3388                                                                                                                                                                      Ranger Xlt Xlt 2dr Supercab
## 3389                                                                                                                                                                                       Ranger2002
## 3390                                                                                                                                                                     Ransit Connect Handicap Lift
## 3391                                                                                                                                                                                           Raptor
## 3392                                                                                                                                                                             Raptor 4x4 Supercrew
## 3393                                                                                                                                                                                       Raptor Svt
## 3394                                                                                                                                                                                           Ratrod
## 3395                                                                                                                                                                          Rd F 250sd Platinum 4wd
## 3396                                                                                                                                                                                Refrigerator E350
## 3397                                                                                                                                                                                          Regency
## 3398                                                                                                                                                                                              Reo
## 3399                                                                                                                                                                                 Replica 5 Window
## 3400                                                                                                                                                                                            Rnger
## 3401                                                                                                                                                                                         Roadster
## 3402                                                                                                                                                                                  Roadster Pickup
## 3403                                                                                                                                                                                        Roasdster
## 3404                                                                                                                                                                                Rolls Royce Ghost
## 3405                                                                                                                                                                                     Santa Fe 4x4
## 3406                                                                                                                                                                                        Scca Srf3
## 3407                                                                                                                                                                                       School Bus
## 3408                                                                                                                                                                                       Se 4dr Suv
## 3409                                                                                                                                                                                            Sedan
## 3410                                                                                                                                                                         Sedan Police Interceptor
## 3411                                                                                                                                                                              Service Crane Truck
## 3412                                                                                                                                                                                           Shelby
## 3413                                                                                                                                                                                     Shelby Cobra
## 3414                                                                                                                                                                             Shelby Cobra Replica
## 3415                                                                                                                                                                                        Shelby Gt
## 3416                                                                                                                                                                                     Shelby Gt350
## 3417                                                                                                                                                                                     Shelby Gt500
## 3418                                                                                                                                                                                Shelby Gt500 Conv
## 3419                                                                                                                                                                            Shelby Mustang Gt 500
## 3420                                                                                                                                                                                              Sho
## 3421                                                                                                                                                                                         Skyliner
## 3422                                                                                                                                                                                        Slantback
## 3423                                                                                                                                                                                        Slantbacl
## 3424                                                                                                                                                                                        Sort Trac
## 3425                                                                                                                                                                                   Special Deluxe
## 3426                                                                                                                                                                                      Sport Coupe
## 3427                                                                                                                                                                                       Sport Trac
## 3428                                                                                                                                                                                      Sport Track
## 3429                                                                                                                                                                                     Sports Coupe
## 3430                                                                                                                                                                                  Sports Trac Xlt
## 3431                                                                                                                                                                                        Sporttrac
## 3432                                                                                                                                                                                        Sporttrax
## 3433                                                                                                                                                                                       Sprint Car
## 3434                                                                                                                                                                                    Sprinter 2500
## 3435                                                                                                                                                                                    Sprinter 3500
## 3436                                                                                                                                                                                              St3
## 3437                                                                                                                                                                                         Standard
## 3438                                                                                                                                                                          Standard Business Coupe
## 3439                                                                                                                                                                                   Starcraft E350
## 3440                                                                                                                                                                                        Starliner
## 3441                                                                                                                                                                                         Step Van
## 3442                                                                                                                                                                                          Stepvan
## 3443                                                                                                                                                                                         Sterling
## 3444                                                                                                                                                                                   Sterling L7500
## 3445                                                                                                                                                                              Sterling Semi Truck
## 3446                                                                                                                                                                                       Street Rod
## 3447                                                                                                                                                                              Studebaker Champion
## 3448                                                                                                                                                                           Studebaker Golden Hawk
## 3449                                                                                                                                                                             Studebaker Speedster
## 3450                                                                                                                                                                            Studebaker Street Rod
## 3451                                                                                                                                                                                    Sunbeam Tiger
## 3452                                                                                                                                                                                        Sundancer
## 3453                                                                                                                                                                             Sunliner 406 4 Speed
## 3454                                                                                                                                                                                   Super Crew 4x4
## 3455                                                                                                                                                                                     Super Deluxe
## 3456                                                                                                                                                                                       Super Duty
## 3457                                                                                                                                                                             Super Duty 4x4 F 350
## 3458                                                                                                                                                                                  Super Duty Dump
## 3459                                                                                                                                                                                 Super Duty E 250
## 3460                                                                                                                                                                        Super Duty F 150 Xcab 4x4
## 3461                                                                                                                                                                                 Super Duty F 250
## 3462                                                                                                                                                                           Super Duty F 250  54km
## 3463                                                                                                                                                                           Super Duty F 250 40k M
## 3464                                                                                                                                                                             Super Duty F 250 6 2
## 3465                                                                                                                                                                         Super Duty F 250 6 2 Rwd
## 3466                                                                                                                                                                        Super Duty F 250 Crew Cab
## 3467                                                                                                                                                           Super Duty F 250 Crew Cab 172  Xlt 4wd
## 3468                                                                                                                                                                          Super Duty F 250 Lariat
## 3469                                                                                                                                                                        Super Duty F 250 Lariat  
## 3470                                                                                                                                                                  Super Duty F 250 Lift Gate 4x4 
## 3471                                                                                                                                                                          Super Duty F 250 Pickup
## 3472                                                                                                                                                                       Super Duty F 250 Pickup La
## 3473                                                                                                                                                                        Super Duty F 250 Platinum
## 3474                                                                                                                                                                             Super Duty F 250 Pow
## 3475                                                                                                                                                                             Super Duty F 250 Srw
## 3476                                                                                                                                                                         Super Duty F 250 Srw 4wd
## 3477                                                                                                                                                  Super Duty F 250 Srw 4wd Crew Cab 156  Platinum
## 3478                                                                                                                                                       Super Duty F 250 Srw 4wd Crew Cab 156  Xlt
## 3479                                                                                                                                                                        Super Duty F 250 Srw King
## 3480                                                                                                                                                        Super Duty F 250 Srw King Ranch Automatic
## 3481                                                                                                                                                                       Super Duty F 250 Srw Laria
## 3482                                                                                                                                                                      Super Duty F 250 Srw Lariat
## 3483                                                                                                                                               Super Duty F 250 Srw Lariat 4wd Crew Cab 6 75  Box
## 3484                                                                                                                                                            Super Duty F 250 Srw Lariat Automatic
## 3485                                                                                                                                             Super Duty F 250 Srw Platinum 4wd Crew Cab 6 75  Box
## 3486                                                                                                                                                                          Super Duty F 250 Srw Xl
## 3487                                                                                                                                                                Super Duty F 250 Srw Xl Automatic
## 3488                                                                                                                                                                         Super Duty F 250 Srw Xlt
## 3489                                                                                                                                                           Super Duty F 250 Supercab 142  Xlt 4wd
## 3490                                                                                                                                                           Super Duty F 250 Supercab 158  Xlt 4wd
## 3491                                                                                                                                                                              Super Duty F 250 Xl
## 3492                                                                                                                                                                             Super Duty F 250 Xlt
## 3493                                                                                                                                                                         Super Duty F 250 Xlt 4x4
## 3494                                                                                                                                                                                 Super Duty F 350
## 3495                                                                                                                                                         Super Duty F 350 20k M Flat Bed Reg Cab 
## 3496                                                                                                                                                                             Super Duty F 350 6 2
## 3497                                                                                                                                                                             Super Duty F 350 Drw
## 3498                                                                                                                                                                 Super Duty F 350 Drw Cab Chassis
## 3499                                                                                                                                                                 Super Duty F 350 Drw Chassis Cab
## 3500                                                                                                                                                                        Super Duty F 350 Drw King
## 3501                                                                                                                                                                      Super Duty F 350 Drw King R
## 3502                                                                                                                                                                       Super Duty F 350 Drw Laria
## 3503                                                                                                                                                                      Super Duty F 350 Drw Pickup
## 3504                                                                                                                                                                       Super Duty F 350 Drw Plati
## 3505                                                                                                                                                                          Super Duty F 350 Drw Xl
## 3506                                                                                                                                                               Super Duty F 350 Drw Xl Boom Truck
## 3507                                                                                                                                                                       Super Duty F 350 Drw Xl Ut
## 3508                                                                                                                                                                         Super Duty F 350 Drw Xlt
## 3509                                                                                                                                                                          Super Duty F 350 Dually
## 3510                                                                                                                                                                          Super Duty F 350 Lariat
## 3511                                                                                                                                                                             Super Duty F 350 Srw
## 3512                                                                                                                                                                      Super Duty F 350 Srw 4wd La
## 3513                                                                                                                                                                 Super Duty F 350 Srw Cab Chassis
## 3514                                                                                                                                                       Super Duty F 350 Srw Crew Cab 172  Xlt 4wd
## 3515                                                                                                                                                                        Super Duty F 350 Srw King
## 3516                                                                                                                                                                       Super Duty F 350 Srw Laria
## 3517                                                                                                                                                                      Super Duty F 350 Srw Lariat
## 3518                                                                                                                                                            Super Duty F 350 Srw Lariat Automatic
## 3519                                                                                                                                                                      Super Duty F 350 Srw Pickup
## 3520                                                                                                                                                                       Super Duty F 350 Srw Plati
## 3521                                                                                                                                                          Super Duty F 350 Srw Platinum Automatic
## 3522                                                                                                                                                                          Super Duty F 350 Srw Xl
## 3523                                                                                                                                                                Super Duty F 350 Srw Xl Automatic
## 3524                                                                                                                                                                         Super Duty F 350 Srw Xlt
## 3525                                                                                                                                                                             Super Duty F 350 Xlt
## 3526                                                                                                                                                                                 Super Duty F 450
## 3527                                                                                                                                                                             Super Duty F 450 Drw
## 3528                                                                                                                                                                 Super Duty F 450 Drw Cab Chassis
## 3529                                                                                                                                                                 Super Duty F 450 Drw Chassis Cab
## 3530                                                                                                                                                                       Super Duty F 450 Drw Laria
## 3531                                                                                                                                                Super Duty F 450 Drw Platinum 4wd Crew Cab 8  Box
## 3532                                                                                                                                                                          Super Duty F 450 Drw Xl
## 3533                                                                                                                                                                          Super Duty F 450 Pickup
## 3534                                                                                                                                                                              Super Duty F 450 Xl
## 3535                                                                                                                                                                                 Super Duty F 550
## 3536                                                                                                                                                                             Super Duty F 550 Drw
## 3537                                                                                                                                                                          Super Duty F 550 Drw Xl
## 3538                                                                                                                                                  Super Duty F 550 Xl Boxtruck Lift Gate Reg Cab 
## 3539                                                                                                                                                                                 Super Duty F 650
## 3540                                                                                                                                                                    Super Duty F 650 Chassis V 10
## 3541                                                                                                                                                                  Super Duty F 650 Straight Frame
## 3542                                                                                                                                                                  Super Duty F 750 Straight Frame
## 3543                                                                                                                                                                                  Super Duty F250
## 3544                                                                                                                                                                              Super Duty F250 Srw
## 3545                                                                                                                                                                       Super Duty F250 Srw Lariat
## 3546                                                                                                                                                                          Super Duty F250 Srw Stx
## 3547                                                                                                                                                                           Super Duty F250 Srw Xl
## 3548                                                                                                                                                                          Super Duty F250 Srw Xlt
## 3549                                                                                                                                                                           Super Duty F350 Diesel
## 3550                                                                                                                                                                          Super Duty F350 Drw Xlt
## 3551                                                                                                                                                                      Super Duty Lariat F 350 Srw
## 3552                                                                                                                                                                            Super Duty Ramp Truck
## 3553                                                                                                                                                                                    Supercrew 4wd
## 3554                                                                                                                                                                                        Superduty
## 3555                                                                                                                                                                             Superduty 4x4 Diesel
## 3556                                                                                                                                                                               Superduty Crew Cab
## 3557                                                                                                                                                                                           Susuki
## 3558                                                                                                                                                                                              Suv
## 3559                                                                                                                                                                                        Svt Focus
## 3560                                                                                                                                                                                       Svt Raptor
## 3561                                                                                                                                                                                                T
## 3562                                                                                                                                                                                       T   Bucket
## 3563                                                                                                                                                                                            T 150
## 3564                                                                                                                                                                        T 150 130  Low Roof Cargo
## 3565                                                                                                                                                                                            T 250
## 3566                                                                                                                                                                          T 350 El Super Hi Cargo
## 3567                                                                                                                                                                                         T 350 Hd
## 3568                                                                                                                                                                                           T Bird
## 3569                                                                                                                                                                               T Bird Convertible
## 3570                                                                                                                                                                                         T Bucket
## 3571                                                                                                                                                                                T Bucket Roadster
## 3572                                                                                                                                                                              T Bucket Street Rod
## 3573                                                                                                                                                                    T250 Medium Roof 148 Wb Cargo
## 3574                                                                                                                                                                                        T250 Vans
## 3575                                                                                                                                                                           T350 El Super Hi Cargo
## 3576                                                                                                                                                                                T350 Med Roof Lwb
## 3577                                                                                                                                                                                               Ta
## 3578                                                                                                                                                                                     Tansit Cargo
## 3579                                                                                                                                                                                           Tarsus
## 3580                                                                                                                                                                                            Tarus
## 3581                                                                                                                                                                                           Taurus
## 3582                                                                                                                                                                           Taurus And Blazer 2001
## 3583                                                                                                                                                                                       Taurus Awd
## 3584                                                                                                                                                                                Taurus Awd Police
## 3585                                                                                                                                                                            Taurus Awd Police Pkg
## 3586                                                                                                                                                                        Taurus Awd Sedan 4dr Cars
## 3587                                                                                                                                                                                 Taurus Eco Boost
## 3588                                                                                                                                                                                        Taurus Gl
## 3589                                                                                                                                                                                        Taurus Le
## 3590                                                                                                                                                                                   Taurus Limited
## 3591                                                                                                                                                                         Taurus Limited 4dr Sedan
## 3592                                                                                                                                                                               Taurus Limited Awd
## 3593                                                                                                                                                                               Taurus Limited Fwd
## 3594                                                                                                                                                                      Taurus Limited Fwd Gas Auto
## 3595                                                                                                                                                          Taurus Limited Fwd W  Sunroof Automatic
## 3596                                                                                                                                                                           Taurus Limited Limited
## 3597                                                                                                                                                                          Taurus Limited Sedan 4d
## 3598                                                                                                                                                                                        Taurus Lx
## 3599                                                                                                                                                                                    Taurus Police
## 3600                                                                                                                                                                        Taurus Police Interceptor
## 3601                                                                                                                                                                                         Taurus S
## 3602                                                                                                                                                                                        Taurus Se
## 3603                                                                                                                                                                                    Taurus Se 4dr
## 3604                                                                                                                                                                                    Taurus Se Fwd
## 3605                                                                                                                                                                               Taurus Se Sedan 4d
## 3606                                                                                                                                                                               Taurus Se Standard
## 3607                                                                                                                                                                    Taurus Se W  Dual Power Seats
## 3608                                                                                                                                                                                  Taurus Se Wagon
## 3609                                                                                                                                                                                       Taurus Sel
## 3610                                                                                                                                                                                 Taurus Sel   Awd
## 3611                                                                                                                                                                             Taurus Sel 4dr Sedan
## 3612                                                                                                                                                                                   Taurus Sel Awd
## 3613                                                                                                                                                                         Taurus Sel Awd Gas Sedan
## 3614                                                                                                                                                                 Taurus Sel Fwd 6 Speed Automatic
## 3615                                                                                                                                                                         Taurus Sel Fwd Gas Sedan
## 3616                                                                                                                                                                              Taurus Sel Sedan 4d
## 3617                                                                                                                                                                    Taurus Sel Sedan 4d Automatic
## 3618                                                                                                                                                                        Taurus Sel Sport Sedan 4d
## 3619                                                                                                                                                                                     Taurus Sel X
## 3620                                                                                                                                                                                       Taurus Ses
## 3621                                                                                                                                                                                       Taurus Sho
## 3622                                                                                                                                                                                   Taurus Sho Awd
## 3623                                                                                                                                           Taurus Sho Sedan 3 5l Ecoboost Leather Gps Moon 365 Hp
## 3624                                                                                                                                                                              Taurus Sho Sedan 4d
## 3625                                                                                                                                                                                        Taurus Tl
## 3626                                                                                                                                                                                   Taurus Touring
## 3627                                                                                                                                                                                     Taurus Wagon
## 3628                                                                                                                                                                                  Taurus Wagon Lx
## 3629                                                                                                                                                                                         Taurus X
## 3630                                                                                                                                                                                     Taurus X Awd
## 3631                                                                                                                                                                                 Taurus X Limited
## 3632                                                                                                                                                                             Taurus X Limited Awd
## 3633                                                                                                                                                                                     Taurus X Ltd
## 3634                                                                                                                                                                                     Taurus X Sel
## 3635                                                                                                                                                                                        Taurus Xl
## 3636                                                                                                                                                                             Taurux X Eddie Bauer
## 3637                                                                                                                                                                                            Tbird
## 3638                                                                                                                                                                                Tbird Convertible
## 3639                                                                                                                                                                                      Tbird Coupe
## 3640                                                                                                                                                                                Tbird Turbo Coupe
## 3641                                                                                                                                                                                          Tbucket
## 3642                                                                                                                                                                                            Tempo
## 3643                                                                                                                                                                                         Tempo Gl
## 3644                                                                                                                                                                                Thomas School Bus
## 3645                                                                                                                                                                                      Thunderbird
## 3646                                                                                                                                                                           Thunderbird  50th Anv 
## 3647                                                                                                                                                                               Thunderbird  Conv 
## 3648                                                                                                                                                                       Thunderbird 2dr Convertibl
## 3649                                                                                                                                                                     Thunderbird 50th Anniversary
## 3650                                                                                                                                                                          Thunderbird Convertible
## 3651                                                                                                                                                                                Thunderbird Coupe
## 3652                                                                                                                                                                               Thunderbird Deluxe
## 3653                                                                                                                                                                               Thunderbird Landau
## 3654                                                                                                                                                                                   Thunderbird Lx
## 3655                                                                                                                                                                              Thunderbird Premium
## 3656                                                                                                                                                                                   Thunderbird Sc
## 3657                                                                                                                                                                          Thunderbird Super Coupe
## 3658                                                                                                                                                                                Thunderbird Tudor
## 3659                                                                                                                                                                          Thunderbird Turbo Coupe
## 3660                                                                                                                                                                            Thunderbird W Hardtop
## 3661                                                                                                                                                                                      Tioga 24000
## 3662                                                                                                                                                                                       Tommy Gate
## 3663                                                                                                                                                                                           Torino
## 3664                                                                                                                                                                                     Torino Cobra
## 3665                                                                                                                                                                               Torino Convertible
## 3666                                                                                                                                                                                        Torino Gt
## 3667                                                                                                                                                                            Torino Gt Convertible
## 3668                                                                                                                                                                                          Tranist
## 3669                                                                                                                                                                                     Tranist T250
## 3670                                                                                                                                                                                         Trans Am
## 3671                                                                                                                                                                                          Transit
## 3672                                                                                                                                                                                      Transit 150
## 3673                                                                                                                                                                          Transit 150 150 3dr Swb
## 3674                                                                                                                                                                                  Transit 150 Awd
## 3675                                                                                                                                                                                Transit 150 Cargo
## 3676                                                                                                                                                                            Transit 150 Cargo Van
## 3677                                                                                                                                                                       Transit 150 Conversion Van
## 3678                                                                                                                                                                   Transit 150 Extended Cargo Van
## 3679                                                                                                                                                                            Transit 150 High Roof
## 3680                                                                                                                                                                       Transit 150 Med  Roof 130 
## 3681                                                                                                                                                         Transit 150 Medium Roof 130 Wb Cargo Van
## 3682                                                                                                                                                                                   Transit 150 Mr
## 3683                                                                                                                                                                                  Transit 150 Van
## 3684                                                                                                                                                                         Transit 150 Van Low Roof
## 3685                                                                                                                                                                       Transit 150 Wheelchair Han
## 3686                                                                                                                                                                                  Transit 150 Xlt
## 3687                                                                                                                                                                                      Transit 250
## 3688                                                                                                                                                                            Transit 250 Automatic
## 3689                                                                                                                                                                                 Transit 250 Base
## 3690                                                                                                                                                                            Transit 250 Cargo Van
## 3691                                                                                                                Transit 250 Cargo Van Long Wheel Base   Diesel   Long Wheel Base Diesel Cargo Van
## 3692                                                                                                                                                                            Transit 250 High Roof
## 3693                                                                                                                                                          Transit 250 High Roof 148  Wb Cargo Van
## 3694                                                                                                                                                 Transit 250 High Roof 148  Wb Extended Cargo Van
## 3695                                                                                                                                        Transit 250 High Roof 148  Wb Extended Extended Cargo Van
## 3696                                                                                                                                                   Transit 250 High Roof Reefer 148  Wb Cargo Van
## 3697                                                                                                                                                                       Transit 250 Low Roof Cargo
## 3698                                                                                                                                                          Transit 250 Low Roof Extended Cargo Van
## 3699                                                                                                                                                                                   Transit 250 Lr
## 3700                                                                                                                                                                            Transit 250 Med  Roof
## 3701                                                                                                                                                                          Transit 250 Medium Roof
## 3702                                                                                                                                                         Transit 250 Medium Roof 130 Wb Cargo Van
## 3703                                                                                                                                                         Transit 250 Medium Roof 148 Wb Cargo Van
## 3704                                                                                                                                                  Transit 250 Medium Roof 148 Wb Reefer Cargo Van
## 3705                                                                                                                                                    Transit 250 Medium Roof 148 Wb Wheelchair Van
## 3706                                                                                                                                                                                   Transit 250 Mr
## 3707                                                                                                                                                                                  Transit 250 Van
## 3708                                                                                                                                                                         Transit 250 Van Low Roof
## 3709                                                                                                                                                                       Transit 250 Wheelchair Van
## 3710                                                                                                                                                                                      Transit 350
## 3711                                                                                                                                                                         Transit 350 15 Passenger
## 3712                                                                                                                                                                                Transit 350 Cargo
## 3713                                                                                                                                                                                   Transit 350 Hr
## 3714                                                                                                                                                                             Transit 350 Med Roof
## 3715                                                                                                                                             Transit 350 Reefer 148  High Roof Extended Cargo Van
## 3716                                                                                                                                                                          Transit 350 Utility Van
## 3717                                                                                                                                                                                  Transit 350 Van
## 3718                                                                                                                                                                        Transit 350 Van High Roof
## 3719                                                                                                                                                                         Transit 350 Van Low Roof
## 3720                                                                                                                                                                                Transit 350 Wagon
## 3721                                                                                                                                                                                    Transit 350hd
## 3722                                                                                                                                                                            Transit 350hd Box Van
## 3723                                                                                                                                                                       Transit Ada Wheelchair Van
## 3724                                                                                                                                                                                      Transit Awd
## 3725                                                                                                                                                                                    Transit Cargo
## 3726                                                                                                                                                                                Transit Cargo 150
## 3727                                                                                                                                                                                Transit Cargo 250
## 3728                                                                                                                                                                      Transit Cargo 250 3dr Swb L
## 3729                                                                                                                                                                                Transit Cargo 350
## 3730                                                                                                                                                          Transit Cargo 3dr Lwb Medium Roof Cargo
## 3731                                                                                                                                                                          Transit Cargo Cargo 250
## 3732                                                                                                                                                                                Transit Cargo Van
## 3733                                                                                                                                                   Transit Cargo Van 10km Manufacturer S Warranty
## 3734                                                                                                                                                                           Transit Cargo Van 29km
## 3735                                                                                                                                                                           Transit Cargo Van Base
## 3736                                                                                                                                                                 Transit Cargo Van Base Automatic
## 3737                                                                                                                                                                          Transit Cargo Van T 250
## 3738                                                                                                                                                                            Transit Chassis 350hd
## 3739                                                                                                                                                                        Transit Chassis Cab T 350
## 3740                                                                                                                                                                                  Transit Connect
## 3741                                                                                                                                            Transit Connect 114 6  Xl W O Side Or Rear Door Glass
## 3742                                                                                                                                                                       Transit Connect 114 6  Xlt
## 3743                                                                                                                                                                      Transit Connect 114 6 Xl W 
## 3744                                                                                                                                                                             Transit Connect Carg
## 3745                                                                                                                                                                            Transit Connect Cargo
## 3746                                                                                                                                                                        Transit Connect Cargo Van
## 3747                                                                                                                                                                      Transit Connect Cargo Van X
## 3748                                                                                                                                                                     Transit Connect Cargo Van Xl
## 3749                                                                                                                                                                    Transit Connect Cargo Van Xlt
## 3750                                                                                                                                                                         Transit Connect Cargo Xl
## 3751                                                                                                                                                                   Transit Connect Cargo Xl Cargo
## 3752                                                                                                                                                                        Transit Connect Cargo Xlt
## 3753                                                                                                                                                                      Transit Connect Cargo Xlt 4
## 3754                                                                                                                                                                    Transit Connect Handicap Lift
## 3755                                                                                                                                                                        Transit Connect Lwb Cargo
## 3756                                                                                                                                                                          Transit Connect Lwb Xlt
## 3757                                                                                                                                                                              Transit Connect Lwd
## 3758                                                                                                                                                                        Transit Connect Passenger
## 3759                                                                                                                                                                         Transit Connect Titanium
## 3760                                                                                                                                                                              Transit Connect Van
## 3761                                                                                                                                                                          Transit Connect Van Ffv
## 3762                                                                                                                                                                           Transit Connect Van Xl
## 3763                                                                                                                                                                          Transit Connect Van Xlt
## 3764                                                                                                                                                                             Transit Connect Wago
## 3765                                                                                                                                                                            Transit Connect Wagon
## 3766                                                                                                                                                                        Transit Connect Wagon Fwd
## 3767                                                                                                                                                                         Transit Connect Wagon Xl
## 3768                                                                                                                                                                        Transit Connect Wagon Xlt
## 3769                                                                                                   Transit Connect Wagon Xlt Premium 1 Owner High Roof Rear Wheelchair Ramp Ada Lowered Floor Van
## 3770                                                                                                                                                                               Transit Connect Xl
## 3771                                                                                                                                                                         Transit Connect Xl Cargo
## 3772                                                                                                                                                                           Transit Connect Xl Lwb
## 3773                                                                                                                                                                           Transit Connect Xl Van
## 3774                                                                                                                                                                         Transit Connect Xl Wagon
## 3775                                                                                                                                                                              Transit Connect Xlt
## 3776                                                                                                                                                                        Transit Connect Xlt Cargo
## 3777                                                                                                                                                                                  Transit Cutaway
## 3778                                                                                                                                                                                    Transit E 350
## 3779                                                                                                                                                                                 Transit Explorer
## 3780                                                                                                                                                                                Transit Passenger
## 3781                                                                                                                                                                         Transit Passenger 350 Xl
## 3782                                                                                      Transit Passenger 350 Xl Wheelchair Van Braunability   Power Fold Out Platform Lift Rear Loading Conversion
## 3783                                                                                                                                                                        Transit Passenger 350 Xlt
## 3784                                                                                                                                                                      Transit Passenger Hd 350 Hr
## 3785                                                                                                                                                                            Transit Passenger Van
## 3786                                                                                                                                                                      Transit Passenger Van T 150
## 3787                                                                                                                                                                          Transit Passenger Wagon
## 3788                                                                                                                                                                      Transit Passenger Wagon Xlt
## 3789                                                                                                                                               Transit Passenger Xlt 397miles Manufacturer S Warr
## 3790                                                                                                                                                                                    Transit T 150
## 3791                                                                                                                                                                                    Transit T 250
## 3792                                                                                                                                                                                    Transit T 350
## 3793                                                                                                                                               Transit T 350 5km Passenger Van Manufacturer S War
## 3794                                                                                                                                                                       Transit T 350 Ecoboost Van
## 3795                                                                                                                                                                          Transit T 350 Passanger
## 3796                                                                                                                                                                                     Transit T150
## 3797                                                                                                                                                                           Transit T150 Cargo Van
## 3798                                                                                                                                                                             Transit T150 Xlt Van
## 3799                                                                                                                                                                                     Transit T250
## 3800                                                                                                                                                                               Transit T250 Cargo
## 3801                                                                                                                                                                           Transit T250 Cargo Van
## 3802                                                                                                                                                                            Transit T250 Extended
## 3803                                                                                                                                                                            Transit T250 Low Toof
## 3804                                                                                                                                                                         Transit T250 Medium Roof
## 3805                                                                                                                                                                                 Transit T250 Van
## 3806                                                                                                                                                                              Transit T250 Xl Bus
## 3807                                                                                                                                                                                     Transit T258
## 3808                                                                                                                                                                                     Transit T350
## 3809                                                                                                                                                                              Transit T350 148 Hr
## 3810                                                                                                                                                                                  Transit T350 Hd
## 3811                                                                                                                                                                      Transit T350 Stakebed Truck
## 3812                                                                                                                                                                                 Transit T350 Xlt
## 3813                                                                                                                                                                             Transit T350 Xlt Van
## 3814                                                                                                                                                                                   Transit T350hd
## 3815                                                                                                                                                                           Transit T350hd Xlt Van
## 3816                                                                                                                                                                              Transit Utility Van
## 3817                                                                                                                                                                                      Transit Van
## 3818                                                                                                                                                                                  Transit Van 250
## 3819                                                                                                                                                                            Transit Van Automatic
## 3820                                                                                                                                                                                 Transit Van Base
## 3821                                                                                                                                                                                 Transit Van Gray
## 3822                                                                                                                                                                       Transit Van T 250 Low Roof
## 3823                                                                                                                                                                                 Transit Van T250
## 3824                                                                                                                                                                                    Transit Wagon
## 3825                                                                                                                                                                                Transit Wagon 350
## 3826                                                                                                                                                                      Transit Wagon 350 Passanger
## 3827                                                                                                                                                                      Transit Wagon T 350 148 Low
## 3828                                                                                                                                                                                 Transit Wagon Xl
## 3829                                                                                                                                                                                Transit Wagon Xlt
## 3830                                                                                                                                                                             Transit Xl Wagon Van
## 3831                                                                                                                                                                                      Transit Xlt
## 3832                                                                                                                                                                                  Transit Xlt 350
## 3833                                                                                                                                                                                  Transit+Connect
## 3834                                                                                                                                                                                       Trasit 250
## 3835                                                                                                                                                                          Tremor F 250 Super Duty
## 3836                                                                                                                                                                                      Triumph Tr6
## 3837                                                                                                                                                                                            Truck
## 3838                                                                                                                                                                            Truck F250 Super Duty
## 3839                                                                                                                                                                                     Truck Xl Van
## 3840                                                                                                                                                                                           Tuarus
## 3841                                                                                                                                                                                        Tuarus Se
## 3842                                                                                                                                                                                            Tudor
## 3843                                                                                                                                                                                      Tudor Coupe
## 3844                                                                                                                                                                                      Tudor Sedan
## 3845                                                                                                                                                                                       Tunderbird
## 3846                                                                                                                                                                                         Turus Se
## 3847                                                                                                                                                                                        Tvr 2500m
## 3848                                                                                                                                                                                   Unibody Pickup
## 3849                                                                                                                                                                                      Utilimaster
## 3850                                                                                                                                                                       Utility Police Interceptor
## 3851                                                                                                                                                                                    Utility Truck
## 3852                                                                                                                                                                                             V 10
## 3853                                                                                                                                                                                              Van
## 3854                                                                                                                                                                                    Van E250 2007
## 3855                                                                                                                                                                           Various To Choose From
## 3856                                                                                                                                                                                            Vicky
## 3857                                                                                                                                                                                         Victoria
## 3858                                                                                                                                                                                     Victory V92c
## 3859                                                                                                                                                                                         Vpg Mv 1
## 3860                                                                                                                                                                          Wheelchair Handicap Van
## 3861                                                                                                                                                                                 Wild Rod Hot Rod
## 3862                                                                                                                                                                                       Willys Cj5
## 3863                                                                                                                                                                                       Willys Gpw
## 3864                                                                                                                                                                                         Windstar
## 3865                                                                                                                                                                                    Windstar 2000
## 3866                                                                                                                                                                                      Windstar Gl
## 3867                                                                                                                                                                                      Windstar Le
## 3868                                                                                                                                                                                 Windstar Limited
## 3869                                                                                                                                                                                      Windstar Lx
## 3870                                                                                                                                                                              Windstar Lx Minivan
## 3871                                                                                                                                                                                 Windstar Minivan
## 3872                                                                                                                                                                         Windstar Passenger Sport
## 3873                                                                                                                                                                                      Windstar Se
## 3874                                                                                                                                                                                     Windstar Sel
## 3875                                                                                                                                                                                     Windstar Van
## 3876                                                                                                                                                                                   Windstar Wagon
## 3877                                                                                                                                                                                        Windstard
## 3878                                                                                                                                                                                          Winstar
## 3879                                                                                                                                                                                       Winstar Lx
## 3880                                                                                                                                                                                      Winstar Van
## 3881                                                                                                                                                                                        Workhorse
## 3882                                                                                                                                                                                    Workhorse W42
## 3883                                                                                                                                                                              X Type 4 Door Sedan
## 3884                                                                                                                                                                                               Xl
## 3885                                                                                                                                                                                   Xl Convertible
## 3886                                                                                                                                                                                     Xls Explorer
## 3887                                                                                                                                                                                              Xlt
## 3888                                                                                                                                                                               Xlt Econoline E350
## 3889                                                                                                                                                                             Xlt F 350 Diesel 4x4
## 3890                                                                                                                                                                                         Xlt F150
## 3891                                                                                                                                                                                    Xlt Triton V8
## 3892                                                                                                                                                                                        Xlt X Cab
## 3893                                                                                                                                                                                              Zx2
##         n
## 1       3
## 2       1
## 3       1
## 4       4
## 5       1
## 6       1
## 7       1
## 8       1
## 9       1
## 10      1
## 11      1
## 12      1
## 13      2
## 14      1
## 15      2
## 16      6
## 17      1
## 18      1
## 19      1
## 20      1
## 21      1
## 22      1
## 23      1
## 24      1
## 25      1
## 26      1
## 27      1
## 28      1
## 29      1
## 30      1
## 31      1
## 32      1
## 33      1
## 34      1
## 35      1
## 36      1
## 37      1
## 38      1
## 39      1
## 40      1
## 41      1
## 42      1
## 43      1
## 44      1
## 45      1
## 46      1
## 47      2
## 48      1
## 49      1
## 50      2
## 51      3
## 52      1
## 53      1
## 54      1
## 55      1
## 56      1
## 57      1
## 58      1
## 59      1
## 60      1
## 61      1
## 62      1
## 63      1
## 64      1
## 65      1
## 66      1
## 67      7
## 68      1
## 69      1
## 70      1
## 71      1
## 72      2
## 73      1
## 74      1
## 75      1
## 76      1
## 77      1
## 78      1
## 79      1
## 80      7
## 81      1
## 82      1
## 83      1
## 84      1
## 85      1
## 86      1
## 87      1
## 88      1
## 89      1
## 90      1
## 91      1
## 92      3
## 93      1
## 94      1
## 95      1
## 96      1
## 97      1
## 98      1
## 99      2
## 100     1
## 101     3
## 102     2
## 103     7
## 104     1
## 105     1
## 106     1
## 107     1
## 108     1
## 109     2
## 110     1
## 111     1
## 112    10
## 113    23
## 114     1
## 115     1
## 116     2
## 117    11
## 118     1
## 119    39
## 120     3
## 121     1
## 122     9
## 123     3
## 124     1
## 125     1
## 126     1
## 127     1
## 128     9
## 129     1
## 130     1
## 131     1
## 132     1
## 133     1
## 134     2
## 135     1
## 136     1
## 137     1
## 138     1
## 139     3
## 140     1
## 141     1
## 142     1
## 143     1
## 144     1
## 145     1
## 146     1
## 147     1
## 148     2
## 149    15
## 150     5
## 151     2
## 152     2
## 153     1
## 154     1
## 155     1
## 156     1
## 157     1
## 158     1
## 159     1
## 160     3
## 161     1
## 162     1
## 163     1
## 164     1
## 165     1
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## 3762    8
## 3763   10
## 3764    1
## 3765   54
## 3766    3
## 3767    1
## 3768    1
## 3769    1
## 3770   28
## 3771    3
## 3772    1
## 3773    1
## 3774    2
## 3775   72
## 3776    5
## 3777   62
## 3778    2
## 3779    1
## 3780    8
## 3781    4
## 3782    2
## 3783    3
## 3784    1
## 3785    1
## 3786    1
## 3787   20
## 3788    1
## 3789    1
## 3790    4
## 3791    1
## 3792    2
## 3793    1
## 3794    1
## 3795    1
## 3796   16
## 3797    4
## 3798    5
## 3799   87
## 3800    6
## 3801   14
## 3802   19
## 3803    1
## 3804    1
## 3805    3
## 3806    1
## 3807    1
## 3808    8
## 3809    1
## 3810    5
## 3811    1
## 3812    4
## 3813    1
## 3814    1
## 3815    1
## 3816    2
## 3817  143
## 3818    1
## 3819    2
## 3820    3
## 3821    1
## 3822    1
## 3823    1
## 3824    6
## 3825    2
## 3826    2
## 3827    1
## 3828   16
## 3829    1
## 3830    1
## 3831    7
## 3832    1
## 3833    3
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## 3835    1
## 3836    2
## 3837   16
## 3838    1
## 3839    2
## 3840    1
## 3841    1
## 3842    5
## 3843    1
## 3844    4
## 3845    1
## 3846    1
## 3847    1
## 3848    1
## 3849    1
## 3850    9
## 3851    1
## 3852    1
## 3853   10
## 3854    1
## 3855    5
## 3856    1
## 3857   15
## 3858    1
## 3859    1
## 3860   11
## 3861    1
## 3862    1
## 3863    2
## 3864   25
## 3865    1
## 3866    1
## 3867    1
## 3868    2
## 3869    9
## 3870    1
## 3871    1
## 3872    1
## 3873    3
## 3874    4
## 3875    8
## 3876    1
## 3877    1
## 3878    3
## 3879    1
## 3880    1
## 3881    1
## 3882    2
## 3883    1
## 3884    1
## 3885    1
## 3886    1
## 3887    2
## 3888    1
## 3889    4
## 3890    1
## 3891    1
## 3892    1
## 3893    1
ford_models_pattern <- paste(c("Figo", "Fusion Energi", "Focus Electric", "Fiesta", "Endura",
                               "C-Max Hybrid", "B-Max", "Flex", "i-Max", "Fusion", "LCF",
                               "Excursion", "Ikon", "Focus", "Maverick", "Explorer Sport Trac",
                               "Activa", "SportKa", "Freestar", "Territory", "Five Hundred", 
                               "Aspire", "Contour", "Cougar", "Crown Victoria", "Freda", 
                               "Galaxy", "Ka", "Tourneo", "Puma", "Windstar", "ZX2", "F150", 
                               "F-150", "F250", "F-250", "F350", "F-350", "Ranger", "Aerostar",
                               "Bronco", "Bronco II", "Escort", "Probe", "Sierra", "Telstar",
                               "Taurus", "Tempo", "Verona", "Falcon", "F 150", "F 250", "F 350",
                               "F450", "F 450", "F-450", "F750", "F 750", "F-750", "F100", 
                               "F 100", "F-100", "Escape", "Sport Trac", "C Max", 
                               "Thunderbird", "Expedition", "Model B","Model T", "Model Y", 
                               "Model C", "Model A", "Mustang", "Explorer", "Econoline",
                               "Crown Vic", "Transit", "Freestyle", "E350", "E 350", "E-350",
                               "Edge", "F 550", "F-550", "F550", "E150", "E 150", "E-150",
                               "E250", "E 250", "E-250", "E450", "E 450", "E-450",
                               "Ecosport", "F650", "F-650", "F 650", "Raptor", "150", "250",
                               "350", "450"), collapse = "|")

                             
ford <- cars %>%
  filter(manufacturer == "Ford") %>% 
  mutate(model_clean = str_extract(model, regex(pattern = ford_models_pattern, ignore_case = TRUE)))    
f_150 <- paste(c("F150", "F-150", "F 150", "F-150"), collapse = "|")
f_250 <- paste(c("F250", "F-250", "F 250", "F-250"), collapse = "|")
f_350 <- paste(c("F350", "F-350", "F 350", "F-350"), collapse = "|")
f_450 <- paste(c("F450", "F-450", "F 450", "F-450"), collapse = "|")
f_550 <- paste(c("F550", "F-550", "F 550", "F-550"), collapse = "|")

ford$model_clean <- str_replace_all(ford$model_clean, regex(pattern = f_150), "F-150")
ford$model_clean <- str_replace_all(ford$model_clean, regex(pattern = f_250), "F-250")
ford$model_clean <- str_replace_all(ford$model_clean, regex(pattern = f_350), "F-350")
ford$model_clean <- str_replace_all(ford$model_clean, regex(pattern = f_450), "F-450")
ford$model_clean <- str_replace_all(ford$model_clean, regex(pattern = f_550), "F-550")
ford_clean <- ford %>% 
  filter(!is.na(model_clean) & price < 100000)

ford_model_hist <- ford_clean %>% 
  group_by(model_clean) %>% 
  summarise(count = n(), price = price) %>% 
  filter(count > 500) %>% 
  ggplot(aes(x = price, y = model_clean, color = model_clean)) +
  geom_boxplot() +
  labs(title = "Ford Models - Boxplot", y = "Model", x = "Price", color = "Model")
    
  
plot(ford_model_hist)

Study cars statistics

ford_df <- ford_clean %>%
  mutate(model_clean = as.factor(model_clean)) %>% 
  select(city, state, manufacturer, model_clean, age, condition, cylinders, fuel, odometer,
         title_status, transmission, drive, type, paint_color, price, 
         med_family_income, med_non_family_income)
#' Title: Model_Box
#'
#' @param input_manufacturer {string}
#'
#' @return: box plot
#' @export: box plot
#'
#' @examples: Model_Box("Ford")
#' 
#' 
Model_Box <- function(input_manufacturer){
  
  # Connect to the database
  conn <- dbConnect(RSQLite::SQLite(), db_path)
  df <- dbGetQuery(conn, glue("SELECT model_clean, price
                               FROM {input_manufacturer}"))
  # Close db connection
  dbDisconnect(conn)
  
  # Build box plots
  model_box <- df %>% 
    group_by(model_clean) %>% 
    summarise(count = n(), price = price) %>%
    # Filter out vehicles that have limited number of observations
    filter(count > 500) %>% 
    ggplot(aes(x = price, y = model_clean, color = model_clean)) +
    geom_boxplot() +
    labs(title = glue("{input_manufacturer} Models - Boxplot"), 
         y = "Model", 
         x = "Price", 
         color = "Model")
  
  # Return Plot
  plot(model_box)
  
}
# Model_Box("Ford")

Create a function to predict prices for Ford models based on a series of inputs:

  • state
  • manufacturer
  • model
  • year
  • odometer
  • condition
#' Title: Model_Prediction
#'
#' @param input_state {string}
#' @param input_city {string}
#' @param input_manufacturer {string} 
#' @param model {string}
#' @param year {int}
#' @param odometer {int}
#' @param input_condition {string} 
#' @param drive {string}
#' @param cylinders {string}
#'
#' @return
#' @export
#'
#' @examples
#' 
Model_Prediction <- function(input_state, input_city, input_manufacturer, model, 
                             year, odometer, input_condition, drive, cylinders) {
  
  # Connect to db and create df based on input_manufacturer
  conn <- dbConnect(RSQLite::SQLite(), db_path)
  df <- dbGetQuery(conn, glue("SELECT state, city, manufacturer, model_clean, age, condition, 
                                      odometer, drive, cylinders, price, med_family_income, med_non_family_income
                               FROM {input_manufacturer}"))
  # Close db connection
  dbDisconnect(conn)
  
  # Create a df filtered by input state, manufacturer, and model
  df <- df %>%
    filter(state == input_state, 
           manufacturer == input_manufacturer, 
           model_clean == model,
           condition == input_condition
    )
  
  # Extract income values for model 
  med_inc <- df %>% filter(state == input_state, city == input_city)
  med_inc_fam <- med_inc$med_family_income[1]
  med_inc_non_fam <- med_inc$med_non_family_income[1]
  
  # Create linear model
  lm_model <- lm(price ~ age + odometer + drive + cylinders + med_family_income + med_non_family_income, data = df)
  
  # Create new data point from user inputs
  newData <- data.frame(model_clean = model,
                        age = 2021 - year,
                        odometer = odometer,
                        drive = drive,
                        cylinders = cylinders,
                        med_family_income = med_inc_fam,
                        med_non_family_income = med_inc_non_fam)
  
  # Create list of objects to return as list
  number_of_observations <- paste("Number of Training Observations = ", nrow(df))
  model_summary <- summary(lm_model)
  predictions <- predict(lm_model, newdata = newData, interval = "confidence", level = .95)
  #Create KNN Clustering model for FORD to compare with Regression model
  set.seed(100) #set seed
  
  return(list(number_of_observations, model_summary, predictions))
  
}

Test ‘ford_prediction’ Function

# Model_Prediction("CA", "Sacramento", "Ford", "F-250", 2015, 100000, "good", "4wd", "8")

#Creating New Variable Price/Odometer, we do later, just testing git rn - Shawn

#Clean cylinder variable

#ifelse(apply(str_contains(cars$cylinders,"cylinders",ignore.case=FALSE)), substring(cars$cylinders,1,1),0)
cars_clean <- cars %>% mutate(cylinders_clean=as.integer(str_extract(cars$cylinders,'[0-9]')))
glimpse(cars_clean)
## Rows: 400,870
## Columns: 24
## $ id                    <int64> 7316814884, 7316814758, 7316814989, 7316743432…
## $ region                <chr> "auburn", "auburn", "auburn", "auburn", "auburn"…
## $ city                  <chr> "Auburn", "Auburn", "Auburn", "Auburn", "Auburn"…
## $ state                 <chr> "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", …
## $ year                  <int> 2014, 2010, 2020, 2017, 2013, 2012, 2016, 2019, …
## $ manufacturer          <fct> Gmc, Chevrolet, Chevrolet, Toyota, Ford, Gmc, Ch…
## $ model                 <chr> "Sierra 1500 Crew Cab Slt", "Silverado 1500", "S…
## $ condition             <fct> good, good, good, good, excellent, good, good, e…
## $ cylinders             <fct> 8, 8, 8, 8, 6, 8, 6, 6, 6, 8, 6, 6, 6, un, un, 8…
## $ fuel                  <fct> gas, gas, gas, gas, gas, gas, gas, gas, gas, gas…
## $ odometer              <dbl> 57923, 71229, 19160, 41124, 128000, 68696, 29499…
## $ title_status          <fct> clean, clean, clean, clean, clean, clean, clean,…
## $ transmission          <fct> other, other, other, other, automatic, other, ot…
## $ drive                 <fct> unknown, unknown, unknown, 4WD, rwd, 4wd, 4wd, 4…
## $ type                  <fct> pickup, pickup, pickup, pickup, truck, pickup, p…
## $ paint_color           <fct> white, blue, red, red, black, black, silver, gre…
## $ posting_date          <dttm> 2021-05-04, 2021-05-04, 2021-05-04, 2021-05-04,…
## $ price                 <dbl> 33590, 22590, 39590, 30990, 15000, 27990, 34590,…
## $ description           <chr> "Carvana is the safer way to buy a car During th…
## $ med_family_income     <dbl> 79370.5, 79370.5, 79370.5, 79370.5, 79370.5, 793…
## $ med_non_family_income <dbl> 20746.5, 20746.5, 20746.5, 20746.5, 20746.5, 207…
## $ age                   <dbl> 7, 11, 1, 4, 8, 9, 5, 2, 5, 10, 29, 4, 4, 5, 7, …
## $ state.x               <fct> AL, AL, AL, AL, AL, AL, AL, AL, AL, AL, AL, AL, …
## $ cylinders_clean       <int> 8, 8, 8, 8, 6, 8, 6, 6, 6, 8, 6, 6, 6, NA, NA, 8…

#Creating New Variable Price/Odometer

#change price type to mutate new column for new variable
cars_clean$price <- as.double(cars_clean$price)
#mutate new variable
cars_clean_pm <- cars_clean %>% mutate(pm = cars$price/cars$odometer)
glimpse(cars_clean_pm)
## Rows: 400,870
## Columns: 25
## $ id                    <int64> 7316814884, 7316814758, 7316814989, 7316743432…
## $ region                <chr> "auburn", "auburn", "auburn", "auburn", "auburn"…
## $ city                  <chr> "Auburn", "Auburn", "Auburn", "Auburn", "Auburn"…
## $ state                 <chr> "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", …
## $ year                  <int> 2014, 2010, 2020, 2017, 2013, 2012, 2016, 2019, …
## $ manufacturer          <fct> Gmc, Chevrolet, Chevrolet, Toyota, Ford, Gmc, Ch…
## $ model                 <chr> "Sierra 1500 Crew Cab Slt", "Silverado 1500", "S…
## $ condition             <fct> good, good, good, good, excellent, good, good, e…
## $ cylinders             <fct> 8, 8, 8, 8, 6, 8, 6, 6, 6, 8, 6, 6, 6, un, un, 8…
## $ fuel                  <fct> gas, gas, gas, gas, gas, gas, gas, gas, gas, gas…
## $ odometer              <dbl> 57923, 71229, 19160, 41124, 128000, 68696, 29499…
## $ title_status          <fct> clean, clean, clean, clean, clean, clean, clean,…
## $ transmission          <fct> other, other, other, other, automatic, other, ot…
## $ drive                 <fct> unknown, unknown, unknown, 4WD, rwd, 4wd, 4wd, 4…
## $ type                  <fct> pickup, pickup, pickup, pickup, truck, pickup, p…
## $ paint_color           <fct> white, blue, red, red, black, black, silver, gre…
## $ posting_date          <dttm> 2021-05-04, 2021-05-04, 2021-05-04, 2021-05-04,…
## $ price                 <dbl> 33590, 22590, 39590, 30990, 15000, 27990, 34590,…
## $ description           <chr> "Carvana is the safer way to buy a car During th…
## $ med_family_income     <dbl> 79370.5, 79370.5, 79370.5, 79370.5, 79370.5, 793…
## $ med_non_family_income <dbl> 20746.5, 20746.5, 20746.5, 20746.5, 20746.5, 207…
## $ age                   <dbl> 7, 11, 1, 4, 8, 9, 5, 2, 5, 10, 29, 4, 4, 5, 7, …
## $ state.x               <fct> AL, AL, AL, AL, AL, AL, AL, AL, AL, AL, AL, AL, …
## $ cylinders_clean       <int> 8, 8, 8, 8, 6, 8, 6, 6, 6, 8, 6, 6, 6, NA, NA, 8…
## $ pm                    <dbl> 0.5799078, 0.3171461, 2.0662839, 0.7535746, 0.11…

#select only numeric columns for correlation matrix

car_num <- select_if(cars,is.numeric)
head(car_num)
##           id year odometer price med_family_income med_non_family_income age
## 1 7316814884 2014    57923 33590           79370.5               20746.5   7
## 2 7316814758 2010    71229 22590           79370.5               20746.5  11
## 3 7316814989 2020    19160 39590           79370.5               20746.5   1
## 4 7316743432 2017    41124 30990           79370.5               20746.5   4
## 5 7316356412 2013   128000 15000           79370.5               20746.5   8
## 6 7316343444 2012    68696 27990           79370.5               20746.5   9

#correlation matrix for collinearity check

cars_clean_pm$fuel <- as.factor(cars_clean_pm$fuel)
cars_clean_pm$title_status <- as.factor(cars_clean_pm$title_status)
cars_clean_pm$transmission <- as.factor(cars_clean_pm$transmission)
cars_sub <- select(cars_clean_pm,year,cylinders_clean,fuel,odometer,title_status,transmission,price)
glimpse(cars_sub)
## Rows: 400,870
## Columns: 7
## $ year            <int> 2014, 2010, 2020, 2017, 2013, 2012, 2016, 2019, 2016, …
## $ cylinders_clean <int> 8, 8, 8, 8, 6, 8, 6, 6, 6, 8, 6, 6, 6, NA, NA, 8, NA, …
## $ fuel            <fct> gas, gas, gas, gas, gas, gas, gas, gas, gas, gas, gas,…
## $ odometer        <dbl> 57923, 71229, 19160, 41124, 128000, 68696, 29499, 4300…
## $ title_status    <fct> clean, clean, clean, clean, clean, clean, clean, clean…
## $ transmission    <fct> other, other, other, other, automatic, other, other, a…
## $ price           <dbl> 33590, 22590, 39590, 30990, 15000, 27990, 34590, 35000…
model.matrix(~0+., data=cars_sub) %>%
  cor(use="pairwise.complete.obs") %>%
  ggcorrplot(show.diag=F,type="full",lab=TRUE, lab_size = 2,ggtheme = ggplot2::theme_gray(),colors = c("#6D9EC1", "white", "#E46726"),tl.srt=90, tl.cex=8, hc.order=TRUE, insig="blank")

# car_num <- select_if(cars,is.numeric)
# head(car_num)
# correl <- cor(car_num[-1])
# corrplot(correl,addCoef.col = 'black')

#Create Linear Regression Model, test

cars$price <- as.double(cars$price)
lin <- lm(price ~ year + odometer, data = cars)
summary(lin)
## 
## Call:
## lm(formula = price ~ year + odometer, data = cars)
## 
## Residuals:
##        Min         1Q     Median         3Q        Max 
##    -747576     -73016     -36474      -7164 3736836958 
## 
## Coefficients:
##               Estimate Std. Error t value Pr(>|t|)   
## (Intercept)  1.234e+07  4.229e+06   2.919  0.00351 **
## year        -6.105e+03  2.101e+03  -2.905  0.00367 **
## odometer     3.743e-03  9.162e-02   0.041  0.96741   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 11290000 on 400867 degrees of freedom
## Multiple R-squared:  2.19e-05,   Adjusted R-squared:  1.692e-05 
## F-statistic: 4.391 on 2 and 400867 DF,  p-value: 0.01239

Comment Per result tested on linear regression model above, we can see odometer which has p=0.9 that is greater than typical significant value p=0.05. Thus, it might be not a relevant variable to use.

#plot scatter/residual plots to spot non-linearity and outliers/high-leverage points

plot(lin,which=1:5)

#plot price trends in different states of USA

price_trend <- cars_clean_pm %>% group_by(state) %>%summarize(average_price=mean(price))
ggplot(price_trend, aes(x=reorder(state,-log(average_price)),y=log(average_price))) + geom_bar(stat="identity",fill="steelblue") + labs(x="state") 

#Plot box-plot to detect outliers/influential points across US states

ggplot(cars_clean_pm,aes(x=state,y=log(price))) + geom_boxplot(fill="steelblue")
## Warning: Removed 28561 rows containing non-finite values (stat_boxplot).

#Market share of TOP 10 manufacturers

top_10 <- cars %>% group_by(manufacturer) %>% summarize(count=n()) %>% arrange(desc(count)) %>% top_n(10)
## Selecting by count
top_10
## # A tibble: 10 × 2
##    manufacturer count
##    <fct>        <int>
##  1 Ford         68304
##  2 Chevrolet    52024
##  3 Toyota       32754
##  4 Honda        20497
##  5 Nissan       18217
##  6 Jeep         18210
##  7 Ram          17618
##  8 Gmc          16070
##  9 Bmw          14156
## 10 Dodge        12806
ggplot(top_10,aes(x=reorder(manufacturer,-count),y=count)) + geom_bar(stat='identity',fill='steelblue') + labs(x="Manufacturer")

#Type of car and fuel

car_type <- cars %>% group_by(fuel,type) %>% summarize(count=n()) %>% arrange(desc(count)) %>% top_n(10)
## Selecting by count
car_type
## # A tibble: 50 × 3
## # Groups:   fuel [5]
##    fuel   type      count
##    <fct>  <fct>     <int>
##  1 gas    sedan     77545
##  2 gas    suv       73901
##  3 gas    unknown   35574
##  4 gas    truck     33018
##  5 gas    pickup    29916
##  6 gas    coupe     17488
##  7 gas    van       15891
##  8 diesel truck     15589
##  9 gas    other     14380
## 10 gas    hatchback 11945
## # … with 40 more rows
ggplot(car_type,aes(fill=fuel,x=reorder(type,-count),y=count)) + geom_bar(stat="identity",position="stack")

#Condition vs Year relationship

ggplot(cars,aes(x=year,y=condition)) + geom_violin(scale='area',fill='steelblue') + geom_boxplot(width=0.1,colors='grey',alpha=0.2)
## Warning: Ignoring unknown parameters: colours

#Odometer vs Price relationship

ggplot(cars, aes(x=log(odometer),y=log(price)*1000,color=year))+geom_point() + labs(x='odometer',y='price')